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5 hdbscan.ipynb 1.2MB

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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "code",
  5. "execution_count": 3,
  6. "id": "13b7eb33",
  7. "metadata": {},
  8. "outputs": [
  9. {
  10. "name": "stdout",
  11. "output_type": "stream",
  12. "text": [
  13. "Temps de calcul : 0.16 secondes\n"
  14. ]
  15. },
  16. {
  17. "data": {
  18. 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euUFQRFCuZgG7zcGCL5ey8sf1aKpGy2eaEh+TgCXN4mYesWXa+WHAz7Tu0Tz7dxnXZxJXzlxzm/vpveeYPmwOr3zRg+sX43N9LjfhsDnZvHAHDpvn4mYwG2jYoS5zRv3KrE8WYct0ma187dAA4hSNwTOXk5iWSfPqFXi0VkUGNR/BlbPXsGbYUBTB2pmb6DepD9Z0K5mpmW4LkMPq4PS+c5zac5Yq91d061tKyYJxS5nz2a+k3UgnqlQkfUY/R1SpCITifSE4uuUEI5/4Il/fiepUGfbUV2SkuNfY/nXiKu5tVpXazasBLlPIr1//wZEtJyhZpTiPv92eMlVL5tl/frFi6jo2zduO3erAVdnQ9c189NSXTNj+afZ1yXEp6I367F19Thj9jNitDpx299/VbnUw4fXJxMfeoEr9ivT8uDvla7ne8Y+7jmPPygNYs8yTZw9eZPOinXy2fMhfamr7fyHc50y9TbADKAoiIsxduAOaqnFg/RHOH75IuZplKCi2/babtMR0NyGiOlXSbqSzfckemj3RyGs7KSXf9//pjgX7rX48j33+/ATWzd6SbSZa9v1qNs7dxowzEwgOD3Ibw5e9J2ULG18w+Rlp93Irr+fsNiefvPEzB7afQadTcNhUhLg1LpPZQK0GFahSyxVUtXvFfg8tWNMke9ccQkqZ/fIvn7aWHwb8jMPmMg+0fKYpfb/p7aE5SikZ3OZjTu46k/1xzv9iCZom3X6T7Os1yZUz1yhTrRQOu4Ndy/d7CG+71cHqGRt55YseVLm/gstxkA94+y0NJgNh0SF0fO0RelR6I89nDSDNejaHSBz7TiAl7D93mVljfoXTV7BbHNnPzGax8/XrU2jS+f5sQXI7zh68mC3cEzMz2Xf1CgembWXj+NXZY4m7lMCYnt/SZ/RzPncoUsL+dUeIPXWFkpWLe73GbnWwadEu1s7dRmaa1eO8LdPOihkbqd28GtcuxPFavUFYM6w4bE6ObjvJutlbGLnYu2/iTrD42xVYb3vemqpx7uAFEi4nElnCZSaqcF9ZnA7PBVzRCe59sBr71x4mI9WCmnWN3qADKTmdZb7ctWwvB9cf4astH+O0O90Eu2veNo5uO8mB9Ueo3eLuzM0b/l+wQt6IT/NxRoAXe5tQFM7sv3BH94o5eQVLhueLbM2wEXPCd1RoZpqFlATfmlv22ITAaDbgH+Lvcc7oZ+SRF5q7HYuLSWDtrM3c7ltJT85g5kcL3I6lJqYRF5OAL/gH+2H0M1KnVS2eGeq+nU5LzmT+5A307fQVezefxG51YMmwZQto/wATZSsX5cUBbRk2sUd2O19mC0V363fZ+cc+vn1zGulJGdgy7ditDtbO3sLXr0/2aHdkywlO7TnrpnXZrQ40H9q206ESEuWK/JGa9GkGczpcmlrluhWo2bQqphw7l/zIekWnUKleeboPfoxJ+8egKAoOmyPvhgAOFd3Ra9kLpM2pkr4/Jluwu91HEZgDXb/T7RBCUKKSq1b3hF3bafLjD/Rf+Qcrxi33WGRsmXaWTV6Tqw1Zb9Bz8Vis13OZaRZebzqcb/r/zP71xzw03ZuwZi2A096fTUZyRvZOR1M1bJk2xvWZ5PHu3il8LXiKomSPA8AvwEzPT7tjus0/oamSHb/vpUmXBrTr04riFYtS/YEqGMwGt8VASpcAnzZkNgc3HPU6d2u6lQPrj96VefnCf164Z2bYsHvZGgOgqqB5aiYCKFruzkL1ylQriV+gp8nAHGCidDXfW0xzgClP+6XRz0jPT7vzS+z3jNs4ksDQAMwBJhBgDjRTqU45urzVzq3N6p82+uxvy6KdHv37QkSJcPpPeZVJ+0Yz8rdBbualKxcT6PXw58z8ejUxZ+M8NGRNk9jtTr5Z3I9OzzdBb9AhpeT4/ouUb1IDfbB7CJneqKfZE42ytfZZHy/00ILtFjvrZm8hM80VN35TAJzYedrrx6RpEp3BfSExmPTUe+ReQqNCAJfG6k2QCEXQqOP92X+PXDyQp4c+TtFy0UQUD6PlM828p+/lgDnARL+JfXhu2JMEhQUSEOrvITx8QoKtQrj7IR+RRg6bkwefbITRZHBbdPQGHdFloqjVrBqbL15g0p7d2FSVzFQLwuFdO796Lo6Pfx+Mf4h3x6nqcFKyinetfcGEFVy7EO9ToILruVar76q7vXf1ITQvC2vilRv5Unryg6ZPNMDg5bkFhPpTvIK7f6fLm+14ZezzKLeZpWyZdtbO3Ez7l1sx49QEhs59x/uOUMLJXWcIiQrG4OW7NvoZCYsO+ZMzyh3/eeG+bd1x17bJGxThoXbpDDqiS0dSo8k9d3S/Rh3rERIZ7KaR6gw6QqNCaNShrs92Op2Ox/o96vHBCyHQG/WUqVaSIbPfouvAzgSHB1G+VhlmXfyO18f3pMeIroxY+C5fbhyJ0Wy8rV/fP7He6P6i+wWYadiursdxk7+RJ/t3oNkTjShVxZNN4tsRv5GeZs2yZXqHpmqoWVt8u83J4B6Teb/HZM5fSkVERaEvWxpDoB9+gWZKVSlO3wk9s9vGXfK+m1AUwW8T/qBriT601j/limK5cgOD2fNjMvmbaPJYA/wCzfgF+WEwG6jb+j7e+/nN7Gt+Hjnfq11LSskLHz6V/bfBaODpwV34+ey3zIn9gWc+eCLPKBSnQyU44tYiptPp6DHiqXwJeFvZMLTbhFLmvUXR9F52nQLubV6dr7Z+TLVGVVB0CnqDjqqtatB/SX+EEPx86AAWZ5Y5x6xDM3n/PkrfU4Lzhy/h9KIc6Y16qj9QxadNfPOi3V79DTkhNcnsMUuJOX2VAC87UXD9HOYChl1KKb0u0t0GPUZUyQiXQpQ1B7O/iYEz3vAaMZOamO7VJu50qOxctg+AoLAAn+OILBlB08cbej2nKAoPdX8gX/O5U/xnbe5JielsW3ecPdtOZwuV2yF0OpQKZdBiroLdhqIo1Hm4FgN+fP2OHR16g56vt3/Kd2//yNZfd4EQNHmsPq+OeyFP7/jzI57C6VBZ/M0KkBK9UU+PkV157I1HOXLtOiNWr+Pg6C34Gw10vbcm7z7YhDY9W+TaZ4unmzB1yGyvJBBte7X0ONZ/6qsMbf8ZZw6cR2/QuTTBpxrT+Y22Pu9xcMeZXKN6ACpUL5G9M5n/w3qO77/othgIg54itavw5vCOHvH61RpVYsuvuzzuoWmS2Z/+mm1SuHruOsu+X43eqEMI4faB6w063v6+DwaTgcunrxIaHeKRfHRs+ymvPgtzgMmrc+0milcogn+wn08tVWfQUbF2OY/on85vPIpfkB8/j5zPjatJlKxSnIzkTOJjE93m6ozwg9sEub1MGBl1ixO4KxaRY8ylqpZACEFkhWhKjn6EjYeLkmqzcVYIlv0+j2pRUSRbc5gNFcGNR0sSseQSiv3WdyINCl2HduHTp7/yumjf16JGrqGwue0Cc8Jhc/LLmKU81u9Rpg6e7WYeMpj0NOp4f77DNxOT0hk3aQ3bdp0FoHH9Crz9ysNEZCUXBYYG8P3BsayduYn9645QtFwU7fq08hmVZfY3oTPoPOSHTq9kj8nkZ6JtrxasmLrO7R0x+Rt59oMn+HX8Mhx2h2tnl/U7BYYF8OGvA/OdCHin+E8K940rDzN22K8IIVCdmtdt000Ifz90VcpjNiq8+UEnWnSo/afvHxYdwvuz3ipQGyklMSeu0LBdXboO7ITD5iQoPIALR2LYvPUIr+/cQKbD9ZFl2B3M2n+Iq6lpTOjsO9MRILp0FO1fbsWyH9a4CYziFYrwxDuebQNDA/hqy8dcOBrD9QtxlKtVxi1MzBsMBj2q07fwMxj1PNP34ey/Vy3Y7SEwpCZJiE+nYp0KHgtrjw+7snvlQWxZNnwAoRNoqobjtn5sFjuRJYsSWSqSmBOXXZpfWCAvT3wJ9HqMZqNPR3nRctFcOx/ncVxzaoQX8x3GqigKg2a8wbDOo1Edzmz7qxACg9lA+VplGLFogNe2j7zwEI+88FD231fOXmPgwyNJvZGGEILMTBvOUO+aa2aDUihWJwEHrwEugdrh5dY4NY2uC+Zw+kYijiyzo1NKQHLw+jVQJehu7VpTmxRFMyqEr7iMPsWOPdqPzMfLcyzuupvvIycCgvxyFbodej/Ed4Nm5xkgoKkap/dd4N1Jvbl4NIZVMzZiMBtQ7U7uaVCJdya/kmv7m3A4VF55dxYJN9JdwtjuZNu8bRxctINRX79ItaxcBbO/iXZ9WtGuj/eAgJxo9mRDpr4/2/OEEDR78pZG/srYHmiaZOWP6xHCtbPr+Wl3QiKD+WXUbzjtnv6eao0q52tefwb/uSSm1ORMnn3kC992di9QFEFoRCAz/ngbw18ce+oNcTEJDGn3KdfOxaHoFVSnRvuXW7F21iZsFjtXW5ckqXaU64PMAaNOx5o+L1I8OMhHzy5IKdm2eDeLxi8jIyWTVs89SPtXWmHyK1hCy00kJaSxYekB0lIyqd24EmsX72HlvNx/P4NRxwOP1KT/50/Rtf6HZKZ7arlCQHSJMCKKhPDkS81p2LJa9rkLR2OY/sEc9q45iC3DnquTzWg2oGt9P5aUDNfCnmWqUhRB2bKRDOzfjsqVi3q0O7D+CEM7fOYmkIx+Bpo93ohBP72R53O5eu46Syet4tr5OKo/cA9la5SiaNkoSlQslmfbnNA0jSNbTnD0dCyjDh5G+jKtSYkxNpWwRUcxB5qp1qgyHy99jxlHDjJ2+1Zsaj6/ASk9zJMBBiMv6UqzduBCMlM9+XCad23MkF/eznUOX746lU2/7kYI4XvnI6BxuzoMm/0GGamZJMensm/VQcKLh9GoQz2v5hJvWL/lJKO+Xo7F6kAkpmLY5Uo0EqqGwWygccf7eX92v3z3l93v3K180XMiuqydk+bU6DuhF6k30og9dZXqjavQvGtjTH4mrJk2UhNSiSgejk6vY/QL37Dm540eu0H/YD+Gze9P3Vb5T0rzhf83GaoOh5Mvh/3KhhVHPD5+ISCqaAhFiodRu0F5tqw9xqVzLqrhsmXCaftoDarULkuF+8rekUnGbrWz7pet7Fy2l/BiYbR/uVW+OEGklPSp1Z9LJy77DDu78koNbGU8t3CK1clLoeUY0O+JAo/3TrF38yk+en0GUpPYbU7M/kaq3lea/dvO5NnWZDZQq2F59m4+habm/t6Z/Aw892ZrHu/9YPaxSycu82qdAbna9gH8o0PJuLeiVwcdgL+fkRk/9iEiItDj3Lo5W5jY70csWY7als80pe+EXh6+jNtxePNxvh/wExcOXyK8WCjPDH3CTSMvKDRN0uHTH4lJTMn1ugCdjuf9IrDWjSSgbDi/HDrE5ZSULE09vzeTYHWCSYf/8RT0STa0ssGsGNSXV8q/6TVjdtj8/tzfJu9dbuzpa/z0ya9sWbzH6/ut0+t4c9yzzP9iCTFZ34CiUzCaDQSE+DN84QCqNqiU531mzNnGtNlbkZrEuHo/wuG+sJkDTLwz+VUe6lZwO3dGSga7VxxACEF48VCGth+F06Fit9gxB5gwmAxEFAtFbzTQtldLHn2pJXqDng+fGMOWRZ7UWv7Bfgya8QaNO93v5W4Fw/8L4S6l5L0+0zm6/xJOL2FvQsBjzzSiz7u3bMfJN9KZ9PZ0Ns/fht6oR1M1SlYuzqiVQwtkD7Nm2ujXeMithBKdgsGkp/+U1/J8mc4evMBbTYbmGlWQ0KEcafWLeNhdhUOj/LdHGDn1DRo8WifPcWqaxoqp61zxvhk2mj7RgK4DO+eb8Mhhd9K94UgybotZNpkNaFLm6UAD3GLe84LJz8CcHcMx+7sE69zRi5n+wS9eY5BvtTGi1K5Iup/v1HiDQcfT3RrR4/kmXs9rmkbS9RQCQvzzZe89tv0kAx8eeZvN1cSLH3fj8bdyN5v5wo6TF3nrx6Vk5hEuWa5YGCfDkwGwqU7Xs3WAIguooEhJ6JrLhK65ilAlBr2O+5pVo9Prbfik+1eAxOlQ0et1PPx8M/pN7JNvJej3KeuYPGSuV+29WZf72b5wm8/33z/Ij9kxkwgI9u5wvYkN207y2fgVWC8nYth1EuHFFFunVS0+X/lBvsbsCy/V6s+FI5d8njf5m6j1YDU++X0wG+dt4/MeEzzMMgazgflXJxMQ4tsZm1/kJtz/M9EyB3ad4+SRy14FOwBCsHrJAd5/ZQYnD7ticzfN3cqWhTuwWx1kprrS388fucSoZ78u0L2Xfb+Ky6evZr+grhhdO1+9/D32HB+nzWJjxbR1jHr+a2aMmEt8bCKpiWk+7Zo3EbLlCuI2TVfYVfyPJaJdT2femMX5GufY3t/x3dvTOXfoIlfOXmPRV8voW/89j8QOXzi+/6JXc4jN6kCnU9Ab8n6dCqJL6HQKF7MyXcHlFBU+ttVCQIlKxXh/9ltE3JN7VqPDoXIpl3h+RVGIKBaWb0fetKG/eAguW6aNnz+cnx0fX1DEJqb43HnkxKnMG1idTqyq0+WvE4AepPcyCr4hBCnNipHaOBrFqaFaHRzZfJyLx2L5Yt1wareoSY0H7uHtH17mre9eLtDuVtEJbFYvCV1mPQH+hlwXa03T2DR/O+BS4M4cOM+RrSfcviuAOjVLo8/jO5JSknojjQ1zt7J50U6v+Si5ITUxjdhTuTOY2zJtHN50jGPbTxEYHoDmZZEpV7P0XRHseeE/41A9su8i1lwiGqQmSUu1sG/HWY4euMQnE5/jtwl/eCRvqA6VgxuOkpaUnm+NduP87d5tisKVul69cRXSktLpW/89blxLxpphw2DSs2DsUoYv6J/ryw1gSLJR7PsjJHYsh610ENhVAo4kEvHbOQCuXMq7ktWVs9fYMGerm0nDYXNy41oya37eRHsfGac5kZu90maxExIeSHJiep795BcOh0p41C1/QtPHGzBtiKeDy2g28OOJ8USXdiXcpPmZGT9hFVYf5huTUU/RoqF89fVKrl1LoW6dsjza9l4CAu7MB3H+kHdNzml3khyfSmTxcK/nc0OVEtH5So7Sp4LRKLBH5BDmAqQCwlccgRcbO4A06UhqVYLQ9VcRuH7TBV8u4eeR81GdKppT48SuMxzecoJ+E1/Kl4BfO2cb3w3wjNbSG3QM/KEPK6as9pngBOCwOUiOS+XisRiGdhhFcnyqK/ZcuiK7mj3RCKvNwevvzcZmcyBDA7zOzRxgoli5aLqXfBmdISuaSpMMX/huvm3fOi+hp97H7OTIlhPsWXnA6wJ9/vAlUhPTCI7I3Vf2Z/Gf0dzDI4MweYlv9gab1cEPY1eSmep95RY6JVczye3wtWXUVC07oWnWJwuJi0nM7tdhc2LNsPHVq5N58WP3bDij2YDRz+gWThac4iBq5SV0aXaEEGTUjCR2YF0sZQK5WFTPyXjfmijAiV1nPJJ4wJW1t3/d4XzNs2rt0j4zSqUEq8We7w8gJ3QGnUc7vUFH9bpliSoWmn0sunQUfb/phdFswOxvwuRvwmg20PebXtmCHaB1qxo83qUeRqMenZcFyWZ38sucHSz9fT+7dp9j2vRN9OozlRQvjsP84PYEmJsQirjjD7hG6SJUL10UUx4MpUIKjInCM9Q1S74pt/6Z87DPLZT005HUslh2dynxadgtdlSHipQSW6aNtTM3cWjTsXzN4/vBv+DwIrz9As007Xw/1R+4J9ewSYPJQPUHqjDg4ZFcvxCXxZtjITPNwugXviHm5GVWrD3CtbhU7A4VFAVH3UpInYJUFIQiMAeYqNa4Cqt/3uTKnE5z9WFJtzKiyxgyUjN93j8nAkICqPHAPXnutI1mA+FFQ7l+0bvSpQhB0vXkfN3zz+A/I9ybPVIjz4eeExdOX6dh+7pehVVoVDCRJfKvbXV8vU12YsRNCCGIKB5GuZoup+rmBTu8aijxMYk0e7wBHy0ZRMMOdanasBLPDXuS2Ze+49UvX6Bqw8rUaHIPL03oSfzLNVFDTEiTDmnSoQYbuf5idRIfLM74LdtzHWNE8TCvse56gz5PXvab0Ol1DJvYw6cAV51qgcwuACHhAQhJdiagEAKDUcd9jSoyZMJzHte37dmSmecn8uq4F3ht3Av8fO5b2vZ0j9cXQtDrxQdZMK8vY8d0o1HDCl7vnZ3Ob3OSlJTBnDk7Cjb4LPQY2Q2Tv7uAMvmbeOzNRwtEvxx3KZ5Rz0/gyaK96VntLToowTz7YB0ig/wJ9jf5TIL1qqFLMOv1lAoJZVrHLrStWJn6JUoyuMmDrO/Rm6gAH2YBIUhuXZLUBlHo9IrXBEBbpo2N87blOR9V1Uj1sZNLS8rA6XDSvk8r/AJMHpmg4NK272tRE1umLSsM1v280+7kt0mrWPTHfmw5/D0yMhh7y3tR7ivHg71aMmrlB1RtUNGriUQIwbbFu/Ocy00M+qkv0aUj8Qsyu1FQ5IROr6PJ4w2oVMd7MR2bxZ6VU/HX+jv/M2aZoGA/Ppv0PB+9M4dEn1wytxAaEcDzI55k+5LdpKdkYrfY0el16I16+k99rUA2xYbt69L5jbYsHLcsK7tTEhgSwMdLB2f34017AZd2n3Q9hdotanqQCLV/uVW2uWTOgcOItTpwuvcjjQqqycTRa57x2TlRs2lVwoqEYLPY3aIWdAYd7V9xN8lIKdn62y5WzdiAlJLWzzfngcfqoygKNe4vx8tDOjL5s6U4bnMU6fU6zP460pLzpwEbTXpsFoe7n0RAyfLRfDS1V/ahmJOX2fXHfox+Rpo+3oCwIqE8+tLDHv057A5O7zuPX4CJsjVKExhg5p57irNn74U8x+JwqGzZeoqX+xQ8wqVe63sZOL0vk/rPIPFKEuYAE0+808GDfyc3JF1P5tW6A0lPdrE5JselMHXAz7Tt1YJ1418G4MkxMzl5xVMblHo81PP6RUrQukIlutWoRaDRyINl3QXN2NaP0uO3BV4t89KkI6VNScrFOLGkWjzMhkKIfNHV6nRKrg70tKQMwqJDmLjncyYPmpkdkeIXaCayZDiP9n6YVs8/yMZ527z6EJxCYem5BBzevlWjAVG+KB3fak/1qiXYtGA7mupp/tQ0LdddetL1ZOaOWczela7wzCf7d2T6qa/Zv/YI1y/EoTcZmDFsDmk30pHSRSE8fOG7+AWYKZ0Lo+XXr0/h7MEL9P26l89r/iz+M8L9xOEYvv9iRb4Eu8lsoFvvZoQXDWPK0XH8MXkNBzccpXjFonTu29Yny50vCCHo9ekzdOrblqNbTxIaFUzNZu5FACKKhZF0LdmzrSKIPXXVg4Y1JzLTLOzefgyb08sCkfVilwnLnadCURTGrBvBx12/5OyBCwhFITA0gIEz+lKsXBHiLsWzeeFOnA6Vo9tOsH/t4eyX/sC6IzRcWI/3Z/VDCEGrx+vxy7drSb6Rnp0YJRRBWFQQzdrdy8Ipm7IXM0URPh2D3nIRpCa5fD6e67E3KFIynGlDZrNw3O9IKVF0CpP6z+Ddaa+SnpTJ1t92ERIZTKfXHyHxShJf9JoIuBbMiGJhfLT0Pc7HpfnMUL4dd2pzB2j2RCOaPt4QW5ZpStEpBYqp/vXrP7CkW90WXlumjWWT1/D0+10IKxJK/07NeHPKYqw5nbQCrNHu81OASkUi6V3HaxAFAE1Kl2FA46aM3rbZ63kZZub7/WN4ttxrHucMZgMtn2mar3kVLRfN1XOeiofBbCA43OXTii4dlWvMfI2mVbMZGN1QrRR24fv9Cg3xp8Y9rm+5caf7+WPyGg9B7rA6OLz5OOVrlaF64ypu55LiUuhz77ukJ2fgtDu5cDSGo1tP0nvUM3TueyvqrvXzD3LpeCxCUShVpXi2Qqc36H0ubk67k+VT1tKlXzuKV/DMubgb+E8I9yP7LzLk1Z88aX1vg06vYDTq6darGW27uF78oLBAug7sTNeBnf/0OK7h4FAUmPQZRKSkUTKHwK3dsiZnD5z3+KGNfkbCc9iVb8fBjUf5oMMoMksFQLeKYPTcJht1Ovo+4J3DIieiS0Xy9bZPSbhyA2uGjeIViqAoCsunreWbvlOREjRV9cjotWbY2L54N2Pe/AmHUMhMt5GanOGW8So1yZWLifz645asLD09oRGB1Li/HNtWHcnzt8kJIQSrFu0hMsTMovHLPOLaP3v6awxmA3aLy/+wedEOZFY9y5u4cvY6A1p+yDOTXsl1gbkJs9lAl8d8C8P84MrZa3z18vcc2nQcIQSNO9Wj33d98hVWe2jTMa+hpEaTgfOHLxFWJJSGlUszsc9jjF+2hXPXb1AyIoQSFUNZfP2EmwTRgFnHD1LEP4A36zX2ec+X697PlP17uGHx3GlViy5CaFQIg2f247NnxiMUgaZpIKHrwM5elREpJWtmbuK3CcvJTLPQtEsDXh3VnQ+f/saNRlln0PHCB13yXfEsulQkHV9vw++TVmULZ5O/kczi4T5/1xLFQhn74ZPZgrZWs2o07FiPzfO3u73fmibZMGcr2xbv5on+7Xnhw27Z5+Z/sSRbsN+ELdPG1MGzaNOzRXY0lRCCMtVKkXDlBou/XYGmajTqWI86rWrxy6hffdI6KzrFpVQWCnff+GHsilyFhxDQuEVVevZrTVTREIzGuzttKSWfrFjPgv1HsTtVdELw7cadDH+0BV1qVwdcJpYlE1e6/9ACQiKCuLd5da/92m0Ohnce7UoiOW7FfC4Ka/kQZA4Bb9Lp+LJDG+qXyn9Rg5zRGzeuJfFN36l5JgbZLHbWz90GIbnvEG5GDQnh0qD7j+5KalIG+7Z4523x2ofVwcLJG7FdvY7TS/q6lBJ71n2klB4UBDePW9KsGC22LA3aU3tXFDCbjTidKm3b1KLVw95/h/wgIzWTNxsNIS3p1m5m+5I9XDgay5QjX+apxZesVIzjO057JPo47U6ic9Du1qtYkp/73RJATy+dh+rjwX6zfyfNSpfjvmjvGbJCCD55qBVvr/oDa45doVmv5/2mruSxBzrXZ/alSWz9bRc2i50G7er45GKZ0HcKq3/amC2AF3y5lA1ztzFsVl9mfLyIiyeuEFEklKcHdeCR55vl+jxuR5/Rz1GzaVWWfreKzDQLzbs2Zt7hy1z2shvW6QTfjupOeI5oNyEEwWGBKDrFQ3m56SieP2YJj7zwUPb89qw84NVPpugULh6NcVvgVs5Yz9evToasKJypg2fRY2RXHnisPhvnbvVKgaIoyl8aMZOnlBNCTAPaA3FSyhq3nXsXGANESSkTso4NBnoBKvCmlHLlXR/1bbhw+nqu5/0CjBzcdZ7XnvyWOo0r8sqARylSPPRP3fPq+esc33GK7Uv2sP7ASS53qZgtdDUpQdN4/9eVTHt7Bo+3b0S3V9owfEF/Pu/xjSv6QNUoWbkYIxYN8PnhH1h3K9NWAEV+PkFq/SKkNCuBEmymYtFIhrZsToMype54HjuW7vUZO+4GIdAQ+fbASwnpaRaG9pzCtZgkrx9VbrBZHag+qGjzC4nEqGq0eaQmq1YdwZoVGy2EoGTJMAa9+yhJyRaqVC5KZOSf+8jWztyM3eJeFtHpUEmITeTAuiPUebhWru0ff7s9G+Ztc6M+MBj13FO/IiUr+aYvKB0cwo4r3pYucGgqc44f8incAR6pWIkfjJ35asc2LqQkUSUikv6NmlCn2C3TZHBEkFeSOXB9B9OHzWXf6oMkx6e6Oe0dNidJ15K5fv46E7eO9D35fEAIQeOO99M4B/WyY/EeJs/c7OZMBZAavPDGdD4c1JHaWQENlgwrK6atzzXRTgjBnhUH6PDqIwBEFA/n/GHPMFen3UloDrrexKtJfP3qZA8FacbweUzcPYqaTaoyoe8Uj4VbZ9Bxf9s/z2XlC/lRYacD3wA/5TwohCgFtAIu5ThWDegGVAeKA2uEEJWllHnXJSsgMtKsrFqyj/07zuXJSGizOLPtrtt/38uOGWuIivDnvodq8MyQxwtU1FZVVca8OJHNC7bjzIr9TWpbDumNftWpcSM5nVlD5rBi/Aom7R3N3Cs/cOn45ay429xrhN6eACP1CqmNi6MGGFB1cCI+gV4LfuP9Fg/ydO3chYcvFMRjLwILlnhhszg4uP1sVsEO3JjxckLRCWrWL8/BHWfdzougAGR6esEyn3LAaVep0eQempcIp07tssybv5PzF+KxWBxcu5bCilVHeO2VlpjzGUKbG84fueg1GUxVNWJPXc1TuJerWYbhCwcwrs8kl5DUJA3a1eXdaa/m2u6FGnVYeOqoy2RyGyTw++yNpA/awBvf9KZKPe9RQ01Kl6FJ6YJXHYuLSeC1uoNcJf18fIPWTBt7Vx+k42uPeD2fkpDKkokrObTxGCUrF+Oxfu0oUbEoO5ft49Cmo0SUiODhZ5t55T7v0r4Ou/adZ9dthXU0KUlOtTDoo0XMm9yH0BB/kuNSUHS5B0koOsWNXvjJdztyePNxt9223qCjSv1KbjJj2+LdXssRqg4nG+dv5/nhTxFeNJTPe0xw0RGrkoAQfz5eNviuFrP3mE9eF0gpNwE3vJwaBwzE/XPtBMyRUtqklOeBM0D9uzHQnIi/lkLPjuOZMm4VuzafwuEjCUjRCYQgW7BriUmo52JwJqdx9ex1Vk1fzyu1B3DtQu6RJjmx+JsVbFm0M6u6j6tfobkY9zwhQZMIh0bStWR+HPoLOp2OcjVK56v4873Nq7s5klIbFMUZYsy2u0vA6nTy2bqNZNrzb9POiUYd6yG9CAZwhaL5BZlBUVCKRiN0+bOR5sTNxSOLlBCdTnELpdTrFQwGPQe3n/V4hMJsRgQF5qvUkd6gc4uXNgeY6Pj6I0SVjCAlIZXVE5Zx7HAMlqzqRQ6HyqrVhxn+4aICz+l2WNIt2fzet0PRKZStkb+d1f2P3MesC9/x89lvWRA/jeEL3/WayXjpxGV++exX5nz+G4E3HIx8wLtWLawqgXsTObnrDO88+AFrZ2/Od0x3fjB39GKXEzgX5Uqn1/lUnuJjE+lV7W3mjPqVA+uP8MeUtbxWdyAv1XyHUc99zcJxy5g+9Beer9CXI1uOe7TX6xSSUnzPR9Mkaza52kWWCM/TNKZpksadbvld7nuoOi+NfhZzoNlVhcxsoFrjKoxY6E517Cr67dmfy4fl+rYad7qf9395C3OAGafDSWpiGrM/XXRXf4/bcUdx7kKIjsBlKeXB206VAHKWB4/NOuatjz5CiD1CiD3x8XlnWObE92OWk5qc4XObr+gE5SpF80DLahiy7OtSk656qTl+BdWpkZlm8Sg3lxuWTFzh4SDxP5yAcHpTSQV+p5Nc91c11i/dxfXU/GdwBgT78/bkVzD5GdEZdGRWD/fqUNXrFA5fy9005QvhRcOyiLEMGEx6dFlC8un3H2Pk4kGMWDSQGo81RR+Uh9YuyFf4qKZptHmyPtHFQ4koEgxC+PSXCCEwFImizuNNCQz1ff+oUhFM2PkZPT/uxj0NKlHn4Vq89/ObvDzmeVSnSr8HhrL9UKyrOEsO2O0qhw7HcO7MdZLjU+447njmRwtJuu5J8CUElK5agppNq+a7LyEEEcXC8A/yzo0z65OFvFp3IDOGz+XrhStovmg6QzetRi8EOiGyIyKFVcV8IZ3AAy69zG5x8MWL39K12EvMHf1bnuNwOpwkx6egegkfvInDm47lWSxcb9T71NqnD5tDenJ6tjlDUzVsFjsxp65kk5XZrQ6sGVY+6f6Vx++TabFz7qLv5D273UlSskt4GowGeoz0XhzF7G/CHGBmxKIBBIQEcP7wRfo9MIQ2xm788O5PPPhkIz7+fTA/nhjP2PUfetjJG3Ws53V3aTDqs4t1XDgaw0dPjiXpWjJOh4rD7mTH0j0M7zza5/j/LArsWRRC+ANDgNbeTns55vWLkVL+APwALuKwgoxh99bTvnfqAho+eA8nD8eyc+PJW+F2drvXoWiqxsEC1DK0eCn0a7qSTuD2K6Q1dtkphXSNI3zRaRSbijPYSGKXythLBNJi7GRKR4Ux+rE21CyRt5e85dNNqdqgEqt/3shsEcdZPG2GTk0j1K9g1Wos6RZXFEbRUNr2akndVrXYtGAHTodK4073U/qeW2ty6eqlGfTc9yTFu8qdOR0qJcpG4RdgJDgsgOr1ylGzfjnOHbvK5hWHCAz2Z+/mE1gyPJ2hAUF+9B3ZBSklXe//0Cv1ws3wMZOfAf8AE++Of47nym71PhEB0099jdFkpOJ95Xj87Q5up3f+sY+k68loFUp51stVNbTD53i9xlsIASGRwbw58SUadShY1My62Zu9Ot6khHMHLzDmxW957asXPRaoq+euc3rfOYqUiaJyPU8e+9tx8Xgssz9dhN1iJ7NyMFefK3fLuS4lRp2OYoqZtD2X8dsVT+CBG24JTk6HitOhMnPkAspUK0XD9p6VwTLTLYzu8Q07/9gHGpgDTbz4UTc6vtbG49riFYpw4cgln9+iOcDE0Lnv+AwtdhUj96KgeekvPTmDS8djKVPNtQvSNI0dS/dkxa57f25+ZgN1at1iZu3Srz1hRcKY9fECEq8kUf7eMtzf5j5KVSlB3db3YvY3kXDlBm81/SCb5thudbDuly1cvxjPmDXDvd4nulQkL41+lsmDZrkS+TSJwajn8XfaU+HesgAs/Op3D3u/w+bkxM7TuRYZ/zO4k7CRCkA54GDWy1gS2CeEqI9LU8+5By0J5M60cwcwGHU+tT1FCHZuOun50uh1PpaZrOzNfKJhh3qs/HG9h8YSuiEG/0PxWKtGoAXoCdx6BX2GAykg7oUaqMFG0CmowPnEJF74aQEr33iRyHzYsYtXKEqPEV0pcfoMry5a6jGNYkFBVI6M8NpWSsnRbSc5vOk4odHBNHuiIb//sIafR8xDb9TjsDupUq8CIxYN4Il3OnjtI7JoCFNWDeDI7vMkXEuhyr2l0FSNr4YsZPeGE+zZdJLGrWrwxsguPNrdpan8PH4VC6dsdPudTGYDHZ93sWTarA4y0r0nOyk6hRad6lC5ZkladKqDf6DZp+AzmgwYTb7T12NOXHEVkk7NgNBAyJHFLI6dR0u4RdCVcPkGn3Qfx5i1I/JFM3urI9+nnHaV9XO2cvbgBSbtG+MqIKOqjO7xLVsW7chmIy1RsRifr/7ALWzSbrWz8sf1rJ+7Ff8gP4LCA7PNdDceLeEWNQVgV1Wuq5mUmXEGYfGtUVszbcwfu8RDuB/bcYp3HxrhVrg7PcnJDwN+JjA0gBZPu8e2PzWwM7tXHPAZaVW0XHSubKWBIf4ke9nxeIOUEl1W4pSUko+7jmP3iv2IqqWR0SEeC7dOJ6hxTwk34Q7wULcHcmVqXfLtCo/C5Q6rg0ObjtE5vAeqU6N+29q8/MXzbkVsOvd9lHqP1GbTgu2oTpUmneu7FYWJPXnFK+Wx3qjn+sX4v0S4F9gsI6U8LKWMllKWlVKWxSXQ60gprwFLgG5CCJMQohxQCfAkNP6TaN2pjs8UeCG8E1wJvR6CAjwiQ0z+Jrq99xgnd59h9qeL+O2b5STH+37henz4FCFRwdmpxzLHf1qQEdu90RRrUQWhZNnEy4ei+evdhAq4tO1FB/LHz3ETK0+d8SpHKkVGeBV+qlPlg06fM7jNx0wfNoeJb/3IU8X78NNwF/1qRlZm7vGdp/io65e53lsIl9PzoY61CQrx5+0nv+XY3vNomkR1amxfc5SBz96qVP9034dp0bkOBpMe/0AzBpOeFp1q8/TrLvuwyWwgyEfdzFIVonln1FO0f6Yx/oFmMlIzvaaOg8/1Ohulq5bA6GdAiY13FUPP5hxwoCSkuLjMc8BusTNn1K959OqOh59thjEXp6zT7uTq2esc2uj6vX+bsJytv+1yYyO9cCyGz5//JruNw+7gnQeH8f2Anzi86Tg7l+1jw5yt2WYSR5T3hCunzYkjMG+d7cSuM9hzMDWqTpVhHUd5CDZwhbf+9OF8j+PVGlbmpdGeFBHZ7fKowtT5Tc+awd4gBESVjKRERddO9/Dm4+xesR9rhg39wfOIdCs4VcgSnn5mAz2fbsLnw7oUuDbD2QMXvEbUaE6NjORMrOlWNi/cQY+KfekY8hwv3tOPNTM3Aa5w1qcHd+G5D570qPZVs2lVr8W57VZHNkXJ3Uaewl0I8QuwHagihIgVQvjMl5VSHgXmAceAFcDrf0WkTI/XW/oMZRSK8Jrqr+gEz338NI061MVgMuAXZMYv0EzPT59m4/xt9H9oODOGz2XyoJk8W+41dq/Y77X/8KJhTDs2jk6DO2G7J5y0RsW5+mYdYoc1Iv6FGlij/LCYdQz9/jXM/kbUEKNXh6DNqXIpKblA8/7jxCmvIW8bzp73ev2qGRs4uO4I1gwbmupKs7Zb7B6altOucnTbSRKuePObe2L1oj3Y7U637bjToXI95gaHd7mYKnU6hTc/epyZm4fw6YyXmLl5CG9+/ER24ooQgh5vP4LJz10omswGXszBuQ9ZlZV8FDnPq4J8/ba1CS8ahkFqKHtOwI1U0DREphW90VMgSwmXT1/N8xnkxNNDHqdsjdIukjgfskRTNS4dd1FNL/nW02+jOlT2rztMRkoG4OIiungs1k1AOh1q9mpmupThsTC5JgD6pNyFqqsvJ8unrcv+++i2kx40ujmRcNn7u9Hp9TZeeZgMJr1bKTpv6PBKax5+til6k96nEDYFGAmKCGLEonezr7kp2AGEw4lh0xEMu06iu5aEXhEIIZgxdzv9h88nNa1gZHCV76+Q60INLv+d06FiSbMSe+oKX73yAwvG/e5xncPu4McPfuHJIr1Y9NUypCbdOHRM/iYeefEhwovm33JQEOQnWqa7lLKYlNIgpSwppZx62/myN2Pcs/7+REpZQUpZRUq5/K8YtMls8Bn+6PQRG2006qnXpAof/jqQWRe/Y/yWj1kQN5WiZaLYsmgntkwX54rdYseWaefjbuPcNJucCAgJoGO/R0l+ujoprcuihpndBHiKxZoVvyowXvbuQPU3GKhX2quv2SdUH3P2lcSyfOq6fHO16w060hLzpm4AuHjqmtetuJRw5TYHV3BYAFVqlSLYS5X4tt0a0nfEYxQpEYZOr1C6QjSDxz9D/ebuDkiD0UDzbo0x3PbR3STnyg06vY7xWz+m2ZONMKoapmMXaB5uZPrs12/3r2Zdr1DttjT0vOAXYGbCjk8ZtuBdGnWo51VDU3QKpau5Es0sXkoMgkvgHtvhKg+34/e9XjlPbjq9i6y8hnBobgJe2FTC/7iM4s25fxs0p8a62Vty3FvNVcvNqV1uW7KbXtXf4lG/p+lV7S3a9XkYc4Api1fJZWuPKhVJt0GP5ToGRVF4a9LLDP75DY/fFlwKWZ0Wtfjl0qRsWzu46vwaciQiCldnqEXDcGqSTIsdu93J4eOXGfqZq9aBlJLl09byfMW+dAh6lrebfcDxnac97tnx1Ucwmo0F0vhd3P3zXIWwc+Cjp75k4Ze/kxyfis1ix+lQUfQKwRGBFK9YlJdGP8sb3xRyy3ggNSX/K7LJbKBWvXJUvdf1goRFh2RrfKt+2uCTOOjQpuPUa+2d67lIUCBVi0VxMPaax7l0m53xW3fxwbx3+OipL0mPSSOzdBAyS/sUgL/RQOuqvvlkvKFZuTJsOHfBlSSVBUUImpbzHqNcoBh2IShZJX92v0o1S7Lxj4PYLLcLeEnZygWrF/pwl3o83CVvB+Yb3/QmOS6Vg+uPYDAZsFsdPPxsU7q81S7PtiGRwQye2Y/BM92PP/F2exZ+tSxbixZCYPQz0f293IWSNyiKQr3W96LT69j1h/uuT9EpIGD5lLXoDXoadqjLyh/Xe9pgJXz05JdMOzGe0CIhKDrF4xpFUQgrGkxKXCp15l7H9lJ1LmgZhBlM2CftJehgUr7H7JeDS6d648o+FSadXsGWaaONsavr2dtuhQHHnLzCnM9/o8/o50i8ksTV83HUaVmTh7o/kO8avU6H5pWKQFMlBrPBo8ThQ92beJiJnOWLepo+nRrHTl3henwqG35cx88jF2T/1ke2nKDfA0Po+Ul3ug7snC3Mw4qE8vX2T5jY70cObDiK3qjDYXN657ZxG6vGjavJ2WGfMScvs2fVQY/saadD5ZGeLejzuW9z1t3Cv5byN6pI3nwdBqOOKjVK8vKANgwf173A9re8Lv+sk7eAIVcSxazdB/gx+RKzYibxycMPcX9wRPaOXQIZdgcvzfoVe460b03TWDppJb2qvUX3Ui/z9euT3XifR7RuQZifH34Gl5bjZzAQ5ufHiFYtvI6jzYsPebVpCkVka1ng4ul47asXMXgxU3jDTSdnzqQQg1FP+aolqHLvnWXLaprGkp+38lLrMTzzwMd8PXQhN3KQwPkFmPl02ftMOTqOEYsGMOvCRN6a9HKBCx7nxAsfdeP18S9SsnIxAsMCaNihLt/s/Ixi5fPOQfCG80cu8UHHUR7Odqm5qBDWzd7CoNYjiS4VQYCP0E6nQ2X5lLW0e+lhN+30JmwWO3EXE7Bl2kndHoPjpVXMKt+SfgnFCT6YlJtv1w3mABPtX2mdHXNtMBkYML0vRrPB7TvR6XUoOoXzhy+hOl2mvdv9H7ZMO3PHLObFj7vz/qx+tOnZokDF16s2rITqpWKVOcDEfQ/VYMWP6xna4TM+7zGBY9tPEl0qksEz38QcYMI/2A//YD+UAO/RYnq9jrj4VGZ9vNDDFCY1yY9DXb6onChVpQSfrRjKcusvLEn5mbLVS7l9L94gNUlI1C2ZdP7wJe+/hYQ/fliTa193C//aGqoDek3jcB5UriVKRzB1Sb9cr9m2eDefPTveQ3v3D/Zj/vWpuWaQJaRn0OKrqdh9xAL7GfQMbduCTvdWpckX35Nsua3QsEHPwFZNefr++wD4ss8k1s3ekv0S6gw6QqOCmXJkHIGhATjsDmZ8NJ/F363CYbFTsnEF3v/2FcpX9m7eUZ0qH3QclZVlZ8foZ0TRCd6f/RZHthxn76pDRJWK4Mn+HQsUiw0QfzWZyZ/9zq4Nx9Eb9Dz8WB1eeKdtdr3TgmLce/PcdgM6vUJIWADfr3iXwGDf9VD/l/BJ93FsnL89z4xpo9lAz0+fZsrgWTi9OO8e6vYA789+i/VztjKuzySE4uIrsWRYvXqQTWF+ODLtaDbv72GFe8uScOUGDqsDTUo0p0rb3i0JCPFn0fg/UB1O/IL86P3ZM2xbvJvdKw7cWqB8ZBV7w8KEaayYtp7jO05Rpnop2r/cKt9VqMa9PIl1s7ZkmxENJgPRpSPxDzYTc+IK1gxb1s7K9ey6vNkOS4aFPSsP4hfox7aLCSxefgBHzoXHYseUksGrzzdl2nszfTp4DSYD00+Odyv4khNpSel89coPbPttV3ZCZM7f2ORv4tHeLXntqxezj505cJ5X6wz02p9Or/DTmW983q8gyK2G6r/WLFOmQjSH913w+eIZTXoe7nBfnv006liPuk81YO3JszgdKuazyRgznDz/Xc88U4MjAvyJDg4kNsl7dI3F4WTRgSNUjo7A4WUBsDqcLD50nKfvv4+4S/GsmbnJbRunOlTSkzL4Y8pannq3Y3b4101vfsz6kwx44AN+PDHeKwGRTq/jk2Xvc2jjMQ5tOkZodAjNuzYmKCyQhu3q0vuzPB+PT0QVC+X9r5+98w5y4PrlJNYvPeDmCFedGulpVpbP3cmTLzW/K/f5q3Fm/4U8BTu4wt/0Rr3XXYfZ35Rt8y9bvSQ1m1bl6LaThEQHYznvrhzYyvpxo3sxrBX80SU7Cfv1OkFb3c0yOoOONyf2pnK9CuxddZCUhDRqNqvKyunrWTD292xFwmFL45s3p6E5VfedRz4Fu6IIelV9C0u6FZvFzs5l+1j01TK+3PAhFWt7Fq1wOpzMG7OYpZNWY88iJHvx0+6snbkZa4aVZk82IjQqhCnvzcxWvFwEX3amDJqJ0+5kzqjfyEyz4Bdgpsu7HQnwN5GRacPh1NCdvoz+9BUMRj3Th8TkGrljMOo5tv2Uh7BNS0rn/OFLRBQP44O576A6VVRVY+tvu5j0znRSE9PR63V0eO0Ren36dHa7K2ev8XHXcT7vpzcaspO0/kr8a4V7h671Wb1kv9d4d7O/kbIVo+nynG+605uYsnUP88qoaKWyHEYShEPjo/OH8T9ajLbVbznXHKrK3L2HWbjfRej12H3VGdGuBa/PWYLNR6aeQKDXKT6/EZPO9ROc2nsOg1HvYaOzWezsXXUQvyA/j4oxmiaxZtr4/YfVPD24i9f+NVXDbrUTVTKCqo0q57su7J0g5UYGB3ecwexn5L7GlTB6cSx6w5mjlzEYdR5RTnarg8M7z/5rhHvZGqW4fPpqnr4OKaF8zTLUbVWLfasPZTNp6vQ6AsICaN2jOReOxvBm46HYMq1ICRm3pdnbSpu5Mrwi0qiAInAG6EnoXRI1RE/oH1kZ3wLa9WlFtUaud7hBO1dcu+pUWTRumYeZwm6xe+VIyQ+EIki9kZ7tI3DYHDhsDsa+9B3f7fHMwvy42zj2rDiQPfd1szezd/Uhph0bl025MLTDZ979YQKmfzAnW8lJT85g7qeLeGbEU9wID2Lzsn3cOHcNqbkYQ72xhuaERBJWJPTW31IyY8Rc5o9ZgsFkwGl3UqlueT78bSDB4UE81PUBmj/VmIyUTJcjOUfhEiklg1p/5LPEHrhKDObXv/Vn8K8V7mUqRDP48ycZN+I3bFYnqlMlPDqYB1pUpU6jCtRpWMGrZmTNtPH7pFVsmLcNa7Q/W+pmCbubdkbhqkRjdTgZ/vtaHr6nIikWK2lWG5+s2MCeS5eziyWMW7uVWiWKsrDPMzzxw2w32lRwmWW61K7OPUWiCPEze/C/mPQ6nqrrqr4UXTrSa5IDwP61h9m35pDXc3aLnePbT3kcT7hygwVjl/L796uQmnR9tBIad67PoJ/6orsDnpjcsHjGFqaN+QOdXpedazBySk+q1s6bkCq6eCia6ikQdXqF4mUjvbTIH1SnyrlDFzEHmChZuXiBfS4FxTNDHmfnuoPENwoio3EoxtOZRM66grhtbv7BflR/oApVG/Zn3pjF/P79amwWO4061KN8rTIMajWSSycuY830boYBSHqiaLZgvwlp1pH0RFFCVrnoMIxmI537emaWZqZZfFYGy8/O43a4FgThtdLR+UMXsWRY8cthE7904rKbYAfXTi0jJYMV09ZlZxkHhQe6Clnftlg6bE6P52LLtPHr2CXMuzoFy5ZjrMqDFiEngsICqdnslllyw9xtLPzyd+xWR3ZU2Imdpxn1zNd8unyIa85CeKXEOL7zNCnxqd6fowCTn5EBP75+178/b/jXCndw0QzMXjOQ2AsJ+AeYiCqae8yzw+7g7aYfEHPisssx9Vw1n5XgAZyqSvdpczl13RXed7tt3ep0cuTqdeLS0pn2/OO8NHMRmpTYnComvZ5G5UvRqVZVhBBM7NaR7lPnYM3x0jlUjYR0V1xzpTrlKVGxGBeOxng65HLRBHV6T2KqI1tPMLjNxy775W1Nt/22i+VT1mWX77sbOHM0lh+/WO6ieshhQ/6g11Rmbx+WpwZfsXoJSpSL5MKpa26ZxXqDjo7P+c4mBEixWzib5tKSLE47+25c4nRqHIZrdo5+tg3D8QykqlGkTBQjFw+iRMWCRfPchKZp7Fl5kBM7TxNZIpwHuzb2KIxeqlYprJPrk2xJQTMIbBUDEEjCf7mKMCj4KQYCQvz5fOVQFMVVqenp9x/n6fdd5fg+f+Ebpg35xWdxh5ywlff34MoBQIAj0oApSeX54U9SqoqnPyYgxJ+AEH9SsugkcsIv0IzD7nSjUzD5GSlRpTjnD13EYDJkR46oThWj2YB/kB9SSlIScobSSoqUtRJaRAV5Bk2rhKK4nKxn9p9H8RIdY8u0c3T7KR7PKsrU4ZXWbF64w9Ok4mvBu+7iB7J4qbeaG8asHe6mCC74conHjsHpUDmw4SjJ8SmERrnLGU2qaNKBXjGTdiPd5+4nulQkn68eliuF893Ev1q4gytZpkyF/BV43jR/B7GnrmRrDI5wc64hMRaHk+PX4nzGlwNk2h3M33eEcU+0Y/3bvVlx9DRJmRbuL1uS2iWLZWuLUrqyUnNCk5Jx67byYOXylIsIY9SqoXz2zNcuQiZV86nJ54SiU+jw6iM4NRtb4iZzJHkFq7oZsWZ41wxsFjtLJq7IVbifSFnL7sRfyHAkEGWuxINFXiXSXN7n9Svm7faqCUop2b/1FA1aVMs+lhyfwoKxS9m1fD9hRUJ5on8H7n/kPj758SXGvPsLB3ecRVEEoRGBvPP5UxQv411zl1Ly9u55rLl63PNbl9JlXns7GvPOVEK/ukzMiSu8+9AIZl6YWGCtyWax8W6LD7l4NAZLuhVzgIkfBv7M2A0fUqRMFE6Hk9CoEJZcPEKctKAZbr1TqW2jSW8WjulkBuHhwfz67mD0Xu5/6cRlNs3fnl2ExBcMJj31H63D9RspZHhhnJAGBcsj0Qx4+RnaN7zlZ4s9dYXNC3cipaRJlwa89PmzTOg7xU1wmvyNDJ33Dssnr2XHsr2Aiz+m/5RXqdaoShZ1s+Dymav8NmE5MSevULPpPXR45REWjV/G/LFLkZqVZ4efo8XTcShZ00xPfYT0VDCYHiEk/FuKlov2ykQqFEFQ6K0Fs1qjKvT89GmmvjcLvVGPlBL/ID8MJgPXznsyuRYtF40QguZPNWbXH/uxZuRt19YbdB7RUakJ3nNTdHqF9OTMbOGuSScHEr/hdMqvaNJOgKE4VWv19cozZPI30nVg579NsMN/QLgf2nOeH8au5OKZ64RFBtKtt6uEnrct+I7f97ityJFzThDX517vGhCA8J04lBPLj56ibHgYfZs3zDaz5MTq46d5e8EfOL30pWqSlUdP8UqzBoRGhfD5qg9IvZHGsI6fc3TbyVzvKwS8O+11oktFsvBif65YjpIRp2JLzJ1ELCnON73C3sR5bI//ERXXdjTWsp9ZF16mY4mRlAtq5LVNwuVEHJevIjMtIAQiKBAlIhwpwZJDeKQkpPLyfQNIS0zDYXdy/vAljm47yYsfd+Pxt9rz8bTepKdasGbaiSgS7NOMcjTpCr23/USq08fHK4TLvGYWWOsHYasTiHlfOhmpFg6sO0LdVt5zF3xh/tilnDt0wcVRA9nvUL/GQ7KjJ0pWKoZt1L1YVE/7rhagx1InhGS9kd0JMQQaTATojZQPviWdj2w5kafZyORnpMUzTXnnh1dodf08PTfOwSlvE5I6QYOXmtKuwS3emPljlzB92FzXjlC6mCWfGdKF935+k59GzCMuJoFyNUrTe9SzVG9chfptamPNtOGwOdx8NDfHV6JiMZ54pwPbl+xBKAK71c4zQx/n7IHztHrxJ+6pn+pVZ7JbV3JoczviL42gWLkiXDgW41Gqce2sLXR8vW024VaXN9vR6rkHObr1JAEh/lR/oAq7/tjPx12/dDPrmPyM9MmiQmjc+X5qPViVQxuPY82wuvIMsvrPuQvW6RUatveUFfXa3MvyKes8dtBGs4Fi5W4pkjvjPuNS+mpU6Xof0h2x7HOO4PEhz7Dos03ZOzCTn5Gi5YrQ+oXmng/lL8S/WrgfO3CJD/rOzHaqxl1N4fsxK8hIs/LkC54FfC8ei3X723Q9k6BNMaQ1K+Uh4M16vYcNPTd8t3knJ6/H8223jm4vS5rVRv+Fyz209puQUnpkmAaGBhBdJpJjO075tIEKRdDymaY079aIpbHDibW42JfNkdD45zR29g7EmS6QGiDd5xaew3mUE07Nzo74GdmCPcco+f3yh7xS+TcMivvCkXojjX3zN7kEu2tCyLR0VLsDp7kU9zW6lai16KtlpN1Id9PybZk2fhzyC4/2bolfoB+BwX4+Qx+vWlIYum8xOxLOeT3vDdJPh6VZCOZ9rqIf3qh5nQ4nS79byYpp69E0jdY9mtOpb9vsaKk1P2/KFuw5kVO4XDgaQ9JSBd1D4ag+7AZOTeWlzfNQhECTkpIBIXzf9CnKBIYRXjQ0WwjdDp1eh86g48Fnm1Bz8IPsjLuIqqmegj0LCdaM7Hfw6rnrTP9gjltGsepUmfXJIibtG80PB8e6tY09fdWVwLP+MEazkTa9WtDz4+5uiUSLxv/O1MGzXX8IwQ8DfqLvN70YOq8lyQnf+NwMO+0CTb3ExLfHYssMyA7xzAm71c6PH8zho8UDEcL1PILCAt1Izhq2r8vwRQOY9v4sYk9fo3j5IvT8pHu2w1in0/HRkvfY9cd+tv62k4DQABp1uJ8vXvyWlIRULOlWgooYCS1h5vUJL3I7nhrcho0LtmBJteO0q1khmHqe/6oFiY6jZGTGYlCCuJC2Ennbt6JKK6V67OWjRoP4bcJyUhPTaPp4Q9r2bpldc/Xvwr9auM/4dq1HtIzN6mD25I089kxj9Dn4SCzpFmJPeRJUhm6MxRiXSUq3qqiapEJUOPFpGaRY85e2nxNbz11k14UYGpRzRd6k2+x0/n6mzzh4AINOR6scmaqZaRb6Nx9O7MkrvgW7cLFTvvFtb1bu+4Hz/juzOU2EAsFVVB5anoIhCKQKV1cbOPKRP45UQeh9KjWHWtgRPwOrms6ptPXYtUxCDcWJMldC9UIpDKDh5HTqRqoEPUxyXCpBYQEYzUaXQLzdeSUl2Gy0e7IuoRG3NL/dKw54JabSGXScO3TJo/p8TlzOSKLd2m9wFJSqSJOQ5dBUnSrVH3C/h5SSwW0+4fDmY9n2/invzWTBl7/z3LAnaPlM03w7YgP+uE5ys1DwUfHHpqm4qk+6cCY1gWfXz2Rj+77Ue8RFOWtNt7ppl0Y/I19uHMkucwKfndiAfs9SMrzsDnLiTMotCoitv+3y+h6pTpWtv+6iW45s3KS4FN5oOJiM5ExXbVqbk6UTV3LpWCyf/uFyJMaeusLUwbM96CcmvD6Rmg/uxZRLSoLBJIksZaNh+wRWz/DMh1B0kifeucQjvXaQcHUCQonCL6An/oGvIYS7qLr/kfu4/5H7fN5LURQatq/rtij8eHI8m5du4HLRb1CiLoFQWJv5OBGxVSkT2IpywW25kLaKvfYv6PS7niPT/bm83UBYKSP3vHCVzFrfseayCigo6D0E+03EWw+QWnYgA+ZNI9Dw95lhbse/WrhfOOO9QIWmSpJvZBCZI4s1NTEdRacDL8KrWLyTuX1fJMhs4rtNO5i+wztpWF6wOVX6zl3Kurd6E2Q2MWHDNq4mezqtbkIRgp6N61E5+pZdeeZH87l4LNarELwJk7+J6o0r07V4HxovjMM/wF3gKXowhGRZJ3RQtJWD4Kqu0m0BZcGpO8nORHeTT6L9Aon2C7nOb+q34zk+djLSqkMReh7t3ZIb15LdNNjsMfoZqVDRPW44skQ4p/d5at2qQyU02nfGcYbDxjObpxZcsAPYJf7rkzH6G3mkR3OPClgHNxzl4MajbgJQUyU3ribx3dvTmTF8Lq1feIjFE5Z7nWdO6FIcWYI5f4uBBBKtmeyKv0TD6DKM3TCC4Y+NIe5SPIqiYPI3MXhWPxzl/Rm1bgM21Ul+VA6rduvdURTFq19JgAdD6rLvV7nqwOZYXOxWB4c2HuPi8VjKVC3JpoU7sk1RORFW1IbBlHc1MLO/xgOPJbB6hmcoYM9Pz/DgU/HostJLpBZPZtrnWDNmEBa1AkX3J5N+dE6u1xqJkv0UNVQsxFn3EWc9yN6Er9Bw1X0whNup/U4mOSuc5nhDsq7zDZt2gyUXO2PShVEx6DGqhnXHqMs7q/5u4l9LPwCuDFRvEAKCw9wjGSJLhHtN5xZCULNpVUqGhbDy+Ok7Fuw3kWaz0+SL70m1Wpm9+6BXFsebCPf348k6bjXHWTtrs0/BbjAbKFoumpdGP8fPH87Hmm5F5+/9Djm/Z50RgspLgiq6BP+dRARKFa4sM+JIFjitLoK15VPXEh+b4FbeLuf9S93jHqnx+DvtMd2Wwaoz6Ch/b1mfUSya1Hhh63TibfmvYHVr0BIUUIN0JL5ejPs+eNDjkhXT1vncIdmtDlIT0jh74DyV76+IOdCMolM85nATGfVyj9byBpvmZH+Cy1xoDjDT+oXmtHy2Ga9/3ZM5l7+nTsuazDm3P9fd3+3IdDp4YeMvqJpGky71vf7eik6h6eMN3I6d3H3WKyGczqDj4lFXgTVNzUGbnANlqmXke3xOu5I1Bo3iFVzx+wGhdpp3vyXYc0LTrpGa/K7niTxgtzncyLx2Xv8YzefyqGadu7sZ+zY1iaPJ0/jtQkdSbBfvat954V8t3O9r4BnBodMrdH6mEcbbBLlOr+Ol0c+6ca0IRWAKMPHCR135ZsN2hi29O5wPNlWl58+LcOQR7ZKYkclrcxa7HfMVwqXTK3y353N+OvMNR7acyLYBW66LO60fXSAIHVQblElAmVtCxpZp58z+CxiMejcBougUMBqZ/f1GDu08m3383ger8+q4F/DLUZPynvoVGbnYe5o2wM7485xL811KLfdBCzAqJA8sTVrjQN7dPd+jkHTi1dyJtjRNsn/tEcasHcbHS97jxY+68dakl6nVzJOuQRoUnyaZ3LAr/hKbF+3khSpv8tOwufzxwxq+eWMqnz3zNZqmkWjNQCug0Nlx/QI/nd5NdOkoXh7bA6PZkFVK0fX/XqOeoXgF90pgFe4tg8FLVrbqVCmVlXTzQOf62UUzbuK+Fjd49asz+VIarBkKa2e5dk9hReyMXneA9q/E0rBDYq7tHba12TuKXcv38/r9g3gs4gXeavoBhzcfZ9fy/bzR6H0ei+pJj3vf5cWa79Ah8FnaBzzLkPafkng1iZiMDXkP8C+CU1r4I6Y7VzN3/m33/NdyyyQlptPj0S9vldHLgk6n8OPv/Ygu5p0jeeeyvcz6ZBFxlxKo1qgSPT7sSkjZSBqOmXTH4/8zMOv1/PbKs5SNcI13Uv/pLJm40q1ggFAE99SvxNfbPgGg/0PDObTxGKZIjZZrU1D+ugLqbpAaaHZI2Klnb79ANLtAUQSfrxnGzJELOLTpGFKCLjgQwsMRioLJz8BL77Wn3dO3Im3sVjvnj8QQEhlE0bK5h7H+eGYrXxxdfdfmEGbwZ2WrfgQYXIv8jBFzmTky9xq6eqOePyyz3WzvNqudrsVfIiP5VuaoPcpI7PiqBd4aCaD4xFhMm90XMXOAifd+fpMFRa6w5FL+S0HeRJnAMNa1ew2AuJgEtv66CykljTvd7/W5J15NomfVftkl5sDFu1K1YSXGrv8w+9iMEfOYN3oeTockurSVz9ccxGDyLkekBNUBqhOEThBz3J8V04qx+49wen1+jqaPJ2C3CvauDqVh+6RcH11ksVg2LdjBmBe/cQvh1Bl0KIrI/ma8GcYiSoTRYe1BxD+szhqVILqUW4Ei7o5FPDdumX+t5r55tfeXXdEJNq/xXeGoQbu6fL3tE+bEfs+w+e9Splopvtm4/a8aZp5QhCAth/P2ueFPUbJycfyCXFEpfoFmgiOCGDijb/Y1DdvXxehnJPpBO3fpHckXhAI6M0Q2cHLPOy4BoGkSTdX4Yt0Iun7SA1Pl8ojIyGx7rs3iYMrny9wc30azkSr1KuQp2AF0d/kVTXJk8sqOWYBr297mxRZezUo3oTfoaPJYfQ+nqslsZPDPb7pFuBjj7eCjnkBukMCV3sVRg91/TGuGjTUzN7Lx6lnvDfOAxXnrmUeXiuSxNx+lS792Pp97RLEwvtr8EdUfuAehCAwmAw8/14yPl76XfY3qVLl0/AjDfz3I6xNOMWb9AfRG3wqiEJCWpCM53oRUBWVrZNDz03NMOrSHpo+7FjO9URIcnndkmt22ge/fneGR1KQ6VHdlyEvbxMtJJB7/512MquYgwXrkb7nXPz/bO4TN6vCasu6wq+xdc5jSkX7oDHqqNa6SawhSXFo6M3cd/CuHmis0JFWK3HKoBgT7892+0exefoDT+85RtGw0TZ9o6DaHdn1a8fukVYRWT/4HRuwS8KUft3HiSz80u+DolpPUaVmLvZu91K7FRSp18fQ1KtcsGB2wJjX8vBlh/yT2X7nAK/UGcP7ARRS9jlrNqnL24EUs6VbsVruLD8ioQ2/UE1Uygje+6e21nwbt6tKmZwuWT12bbbc3H03Hel9wwbR3KTGfSMdRxIgu1V3IpUQoZOYRHeMNeqHQqkTlArcrV7MMX23+CFVVURTFY1Fb98sWLhw5TPEKFsrVzPTRizvCiqhIqWY/Er9A93dECChRyYrUXOY/X8hI+ZLEy3fOEHrspyCafZ5/vvu/Aio2kC6FIDk+hYtHYylSNipfik5B8a8V7vc3qczP363zCH6Rmsbu+VvYPXMtfgFmpJS8O/U1HnzKO4nYW/M8y2P9nWhbvTJG/W3+AZ3OI4wrJ/yD/Ji453O+Xt/9jpyjdwM6M1R/P5NTo8OyeazDIoM4f9KzeInToRLipRKTL5xMucZHh5Zx4EYsur9ggtKpcebABYQGmt3J4c3HqVyvAm9++xI6g44bV5O4eDSWUvcUp3bLmrlyxj8z9HHWztp8i12xtF+BBXvRkWcwn7cg7O5CzxxgokaHWqy1HcChFSxSSK8ovFmjWYHa5ISvLN41P28i5qSOH4eWRwh44LEEqj+QkueUczsvBPgHO/P0HWnyEn5B93mQqOUXBh/BB38vJDph4tt+0/hj8hoMJgMOm4NaD1Zj2Pz++AXePXrr/NRQnSaEiBNCHMlxbIwQ4oQQ4pAQ4lchRGiOc4OFEGeEECeFEI/ctZHehrIVo2n/VH1XDU7pyjyTqoa8kQxWF6eKJd2KNcPGmBe/JdZHXcz9sQWrl3k3YdApPFG7Rt4XekFASABl7i1Ymb67CsWlZQlFoXnXxlgtdm4keJbp0+kVKtYoSZGS+eP1Xn/1JE9u/IH9N2KQSJ+JOn8KfjpSe9wKiXTYnJzZfwGAMlVLUrtFTTq/0Za6re7NsxhIdKlIhi/oT2BYAP7BfqhhBdxpaGC4bkOxaYgcwk0IwSMvPMQTrZq4mVfyC4eqYlTuPjnV5TNXkZpg07xoNs6NZmzPe5g22JPSt6AwmCR5DVdvqE3XgZ08CtAoesV3lnkWhBDUfD7/SYl/JTbN38HyqeuwWx2uIvVWBwc3HOOrV364q/fJj0FzOnA7tdxqoIaUshZwChgMIISoBnQDqme1mShEbhutP4c+/dvw/qePQ3IK8kYy2oUY5BXP2HenQ2Xlj+u99vFPupMdqka5iDsvjhuo//Nk/3cCKUFzQMJWM5/98T7BEUH8NG4lly94RrUEBJr54Nvn89Xv2ivH6bdrDupfIdBzQifIeCQcze/W6y8UmPj2jzxd+hVerTuAdb9syXeZwvvb1Gb+tSl8tmJowZ2pqkSf5qmVK3qFHiO7YtIbChwpAy5z3w3bnWm4vnDxeCxxMTd/YxcTpC1Tx/kjgRRwY+EVeT06o7kLXQd15qkBHfELNGM0GwgMDeCl0c/R/NlmrjJ7Xui1Fb1C/XZ1uKfG/X9+kHcBv360y4MczmFzuEjSLAVPnvSFPM0yUspNQoiytx1blePPHcATWf/uBMyRUtqA80KIM0B94C/zWNa6vxziejzSB4UpuJxA5w9fRHWqbrUaT16PR68oPqkB/g6MWb2Zzzrf2QYn2RGb90V/AYQAxQB1vkhjx94FhBXtzepFe9ycWjeRnmph78oDNO1S36MWZk5oUuOjQ3/4TN2/2xCqRI00oMS4PiZruo3Dm46jqRrxsYmM6zOJ2FNXeH74U7n2Y8mwsn3JHtKTMijZuFx+85eyEbQ9GeGloLVUNRZ99Tvlu913R09EAn76u+evUFWVz54dj/Ti5zKaNVSnQNHd+W+XnzUxI3Ukfv4deH74Uzz9fhfSkjIIDg/M/qZfHv0cy5btIz7ViuXYJS5uPYHBZODRlx6m0lNJHEz6447Hd7cgHTqunffO9S6ly4lekBKFueFu2Nx7AnOz/l0Cl7C/idisYx4QQvQB+gCULl3a2yX5gl+gH3Vb1WLvqoM4cyliu3/dEbqV6MPHvw+myv0VsTgcPD9jwT8q2AFWHT99x8I9UB9Bkv3SXR5R/iAEICSpNTfyaqOjyCjPrbnUNBzJaYzuMYGxvXUMnfM2jTt6154SbRkk3kmi0h1CGhV08S5zh6JTkFlRPzdhzbAxd/RiQouEMO/zxSRcuUHJysXoM/p56rd15S0e23GK99t8giY1VKeKlBDYszjpTULzrcGbLlvRG/UeTIKaJpk3ZgmZS9fCu2XuKH7+q0Mb+axBe5/nz+w/z/Edp4goHk79R2u7FZ24HYvGLeP8Ie/v2qWj/gjxNyzK8ipO+24MpvroDfrsIvc3ERkdQo8XH/Jo5tSsLDjTGk25e1rxnUJVVZ9JcxHFw7xWVLtT/Kk4MyHEEFwuzVk3D3m5zOtMpJQ/SCnrSSnrRUX9OfPCgB9fp0y1Uq6qKEbvViC7xU5yfCrvPfIxdqudNSfOkmL560td5YU7LSBxbPtJTo+OIOOS8rckMfmEhKCaFpwpaSg5C0doGmrsFWTiDTRVw2F1MOKxMayZtclrN4F60x2ZH+4Ydg2T0BESFUxwZJB3E4yUTHp7BtcvxqM6VC4ejWXkE1+we6WrxuiwjqPISM3EkmbFbnFV/AmfdblAw0jsVASHD43XbnUgr2S6+HHuAL9dOsK1THf6C7vNwY8f/MKj/k/zat2BfPPmVD57djzPlHmVy2d8+58Wfb3MJwV1iSqZXjNLC4L8vsMXT6xl/Ks/8EbDwXz92mSunPV04N+OWV//gDWXMnt/J26c9P2g3pzY+64WlLlj4S6E6AG0B56Rt76MWCBnvFtJwJOt6y4jJDKY7/aNZsza4Qya8QbvTH6FEj54k20WG6tmbGDn+Zi/elj5wqPVq5CenMH8sUsY1ulzfhj4M1fPe+fMuYlJ/aczsNVHrP1uHxs6Bf2jjgPF5Eps0mekYfYzuBzcgJacAg53R6CUkvGv/IDd6vrQnA4nZw9eIO5SPH76Oyusfcfw19Fl/2ssuD6V6o2r+KCodXhQQdgsdkY/P4Gdy/Z65bDXpzizicryA80oyGwQ6vO8Ic6O8Yot/9IvB4yKnmPJ7u/SsE6fM3f04uzSc5oqsWbYuHE9mY+e/NJnXxkpvkIIJe/+eOJPR23lp/25Q/683eQgy6eu5cSuM/wxZS0v1x7gla/oJuIuxbN03BYU/T+frAmwd6x3igqhiAJTUeeFOxLuQog2wCCgo5Qyp9dmCdBNCGESQpQDKgG7/vww8zUm7qlfieZdH6Btr5ZuZbNywmFz8s0b01i///jfMaxcoQDPVq1Kr2pvMWPYXLYv3cOv4/+gT63+HNnifXxnDpzn90mrsWXaXBFCNsGd8GndNQiwXlcQUqN3v5a8+G5bjKoDmeoZOQOul/j0vvOsn7OVJ4r04u1mH/DiPf3o3eBdlKSCR4X8GSyOOcBVSwpPDejkkchkMOl92s+T41MZ03OiT3lrOp1/nhX0At2l3B2fEVPuzPSmSo3i/rfIqs7sP8+RLSeyKym5QULMycs5HKa34HTGUq1RglfTS+mqGQSF/T0v4PQhFbBmqNm5FKpTxZpu5Zs3pvpss2/NYWw3jFzbZUa9zSrzT+x4/aO95IHoFOq3rX3XS+/lJxTyF1wO0SpCiFghRC/gGyAIWC2EOCCEmAQgpTwKzAOOASuA16X8Z0RPo/b1MAd4d0yoTpXEO0gMudvQgJemziclIS2bcdDpcGLNsPFFz4leTQXbl+7JoTFKan2U6SpM8Q8pJlIFe7KCpmo061KfTs83oVP3+xG++Os1SXxsAmN7TSQjOcukYXVwYe9FIkb+vcRK59IT6LxuIn7VwxnwY19CIoMx+ZswmAzUa3OfRxm9nLCmW73TF/vpEQXJUpVgL+/7PgC2crmfd+9PErTkOqVfPkKxZ/YwufNEzhw4D+CK7c8t3lwRXqsIWTN+4umhF/ELVNEbXXNTdBpGP5VnRpz/2969swe9F3c/seuMzzb+wX4oisLGtyO5usOM0wb2dIE9HeIP/fV1TG9HxU4Z6Aw6Vwa6cGWghxcL5a1Jfe76vfITLdPdy2GfS6WU8hPgkz8zqLuBBu3rULVBJQ5vOeHxwtpKBOYZF/t34bpRIzraD9MVd2diXEwiyXEpblXZAYwmI4rOJUyjmzkp3saO8g+lokkJtjgFkWnm/dlvZVet7z74MdbP2eq1FJrJ38SOpXux3yYYhQa6q3b0F6w4y+ZeSepuIt1pY8zRVUx88mmadKlP3KUEAkMDCAoLZMGXS/lxyC8eYwVXeG3RstEkXU92+RTsThSdgi1QwVqtAE4xRSCjc59v2sORBQqxlAE69FmZroc2HePtZsOYtG80xbLK0PlCaFSIR8k5AFU9T7HyVkavO8Afk4txZl8QJSpZeLTPFYpXtBQsZ0uD5HgDYUUKrlz5BfiRmebpJ/ML9P386j9aBwTYUxVWvxSNX6SKOUIl/YqO9vNyN3/ebUgNrNeDmLT/C2JPXubCkRhKVi5G4871swvD3E38a7ll8oJOp+OzFUN54DFPytPMmv9MfLhXCLCX8NRInA4ng1p/xNheE4k5eZljO07x4RNfsObnDdmOrRIdbOjzn/h51yGAssntmX1pEo073YqC8Qv0Y/qpr6n9sGfJQUu6lUObjnuPGNAJdMl/f6LJzniXZqvT6ShWrkh2abnH325P10GdfLYrU70k045/xZMDOmI0G5CaRvLD4QWKbBHAC088Qmh0iE/BqwUVQMMUgvSmYUj9rb7sFjtzRy+mZrOqRJWKQGfw7M/sb+L92f28jkFRXIyQ4cXsPDvsIiN+O8JLY85SolLBBDuA0yFY83MRfhtf8AS8ti/V8jCfGf2MtH+ltc821y/G88yQx10spIHgtApSL+hpMCSJ0Ap/77smBLz25jjKVitJk8ca8OwHT9C86wN/iWCHfzH9QH6g0+t48aNubF+8242nWlj/NzLVkJLAbVcIPOCp4UopOX/4EpeOx7Jm1maAWzuQrA/KVXzkHzQvCYhsqHoN39LpdBiMBtdYc8hxu8VO4pUb3rtzSOzl/z6t/SZ8yWIhBM+P6Mr+dUc4sfO0W6ityd/Ek/07El06isDQAIRwUS9n1g0pmJYNdGjRgC3Gxa6yc16csYYYK2qoIf/9SoEaqEOftVBqqsap3WdRFIUv1n/IFz2/Ze/qQ0hNEhgaQMtnm9D9vS4eu8Sb0NSCRQDlBk0VbJxbhLQbBpo8EU9kifxHsXQfbCLxcj22Ld6dnbb/QKf7eWFkV49rM9MsDOv0OSd2nkZv1OGwOajzfAgBtc9QrKEVY+A/YMcUkK5eIoKCc/7cCf7Twh1cxXxf+Kgb0z+Yi6aqIAQR++JIe7BgJFZ/FaReeLfRZr17LueR5v3cgTLIh0/+rcyQt+NY6gpaFuuXXe8yJy4cueQrENbjiGYSZHSMRAb//ZOxZ6VXntxzlhXT1pKZaqHp4w1p1LEeOp2Olp89wbEXvkNeTELoFYw6Ha9+2YN7m1cH4PTec9gsdmzFTTiLF2xx0gHz5q8jPSXDZ6hh6NI4rtUIyneClOLU3AjIFJ1CuVquXJKw6BA++f19rJk2VIcz25SWE3abgzmf/8byKWtw2pyM2bCFgILXIQHAkp41aCmQCL7tW4kbV00Y/VQOrg+j5bP5NY0IjOYohvzSnYTLicSeukrJysWILOG9YM+E16dwbPtJHDYntiwG4xMrU+jyrqXAiWZ3E9uvf0iZoIf/lnv954U7wJP9O9K40/1sWbQLIaB6m1q8sGwZabmUsvu7IAoQNnc7ji24Qcn38r7ur4RExaalY/ZSQqxMtZLEXfKMvridzVP1V0jpWxxrozuUIH8SDqnx1VezWTN0GQ6rA02TbFu8m5rNqtHww058uHIT1ieqoKTa0GU60BULJqz5Le2rfK0ybP1tF3EdC87sZ1D0WK+mofpwwhavXIz9DxcgY9GhEbrwOiJHdwaTga4DO7td5mIZ9d7vsI6jOLzlBPYsJ39ynBP/AhJd3oTmFBj9JAjJ5VNmrpx1EWMpisTkV5BYC4nDtgO/gO5ElojwKdQBHHYHG+dt8whVLdEixSvX+98JDTsOLRODUgAn+R3iP2tzvx0lKhaj68BOPPluR57//X9DsOPUCDh8h1WGALvlnzcv6YUJo+Ld8P/c8Kcw3WYjNfmb0OeokuUoaSJuSmWsDf/e+pJukJKZV/Zgy7SjZfkCrBk2Dm86xlfjf8XqyDJvBJtwFA3EKjXGLt+c3bxNrxYYzAa0gIJHX6hS49EWDVG82Ib8As30GPYkFdtUy38AQFbJVJ2fHiEE5WqVYdSKIRQpE8mFozFkpOYednlq71mObD2ZLdgBlky8c4K6gFANg0liMEpKVc1k2MIj6AwaUhPUaV0w+l2bdQma6j11PyecdqdHxS2A6Dq2f4xFNSeSrb6je+4m/t8I95vYevYiGfb/AcGuagRvjsV4zT0mWmfQoTflb0OlKIKL8404/r6sfTdICZGJ9Ym7mOj1fNUGlfho6XuUrVEKIQTBEYE8M6QLj77U0hVHDqT2LIo0eS/i/LdBCOwVPM0p1gwbtv3e7c3n42/5DUKjQhi/9ROqJBVcG3u0dDXua3QP1RpVcVsI9UY9EcXDafJ4Q2IzkvPfoU4h8bkSOOc1ZbntFybtG822Jbt5Iro3bzYewlNFe/Ntv2moPmqyntl3ntvNZpvnF8GW+efLOep0YA5Qub9tIm9POYF/UEGjpFWcztN5XuUX6OdRvxfI9ov80/DXe0+wvNv4Twr3DXO38kLlN2hr7k6v6m+z4/e92edWH/97Vs28oEuzE7TDPd1bp9dRpmpJ7nsofzTAmio5NsqftS1DSD3x98fsWq4Kpj98jF7V36ZX9be4cNQz67d2i5pMPvQlK51zWRj/I90Hd6H3Z89QsXZ5zAEm7NX9//mwVCnRXfZCRaEINJP351okxD3CqUzVksybPIKi/gXbgRxNuooQgo+WvsfTQ7pQtGwUkSXC6fR6Gybs+BSjycANe8HZHc06Azq9jvljl7Bk4irsVjuWNAt2q4Pfv19Nz3v68fkL33Bil7uwLFI2yq261E180KEWmvrn8ymMfhqvfnWGWg+m3EFr9Za/SVW5eDyW+FjvisXbP7zioiPJigwymAyknAr8H9DcFQKMf0+03r+2hqovrJm5ka9e+cGtFJfJz8jQue/QsH1d2n4znfOJ/2w1lpswnU8hYvEZzDYNNEmtB6vx3sw3uXL2Ou+1+ghLRn65bySB5TWa/56a96V3EdZ4wZoHQwGX4h0UHsisi5NyrXx1E1JKjm0/Sfe4uah/B+lU7oMh8u2zGC+6pzBKvULCMzVwFHUX5GaDnpFdHqZOcDgrflxHSnwqdVvfR+OO9dgUd47em+fl+9YmRc+xJwe5HctIyWDtrC3Enr5ClXoVed2wBUcBaZA/qdeWbhXq8GTRXiTHeX8vhBAY/Qy8Ou4F2r3UCgBN03i69CskXsn5jUgCgu18d3Avd5Fo8o5g8n+R41sfY0zPidgsdlSnSsXa5Rg2vz+Rxd1rBlw9d51fv/6DC0djqNaoMq1frcOGjOf+oZG7UC9iIJXDHr9r/eVWQ/U/4VC9ev46v01YzsWjMRzbfsqjxqLNYmfyoJlkVAy5K4K9RZXybD59AcefZJS0lQtBN6IF07u4+KlvxlcHhQdi9DN4CHeDSY/eoMeSfrvQF2ReVrBcFfgV+3sEpabCtXW3vnQpXdQOW3/dRctnmubZXgiBek8gJPxD6bU376lB8JQrboJdZ9ChSknKg6U9BDvAIzUqs2LjQUbN3Ynf0Thkmp21s7dQ4d6ybH47tEDDMNxWDOTi8VjebvoBdqsDW6YNv0Az/v3LknJPwaJwKsYaORZ3krQbvqkQpJTYMu189/YMWjzdFL8AM4lXkkhPdm8jBNR5JAVdAaXFzUd8N7XluIuX+ajrl27f+MldZxjUaiRTjoxzi9MvVr4Ir331olt73RkzKv8cYWCJwCZ/273+9cL92I5TDGr1EU67I1fK35iTl/l8lXdGwvxCJwQ9GtZhYOtmXLqRTOsJP/6p/gAy7HaiS0W6HdPpdAxb8C7vtfkYp83h+kgElKpSApvFxuXTnkx4pigNfdDfIySlBHuC4NQ37iXB7FYHCZe9x7B7w57Ei399YQ5fkBD8w2X8N6ehZLqPITA0gGs97yUTz/dJACuPnHI5WRuVQNQrSuQvRyHRwoljF0i231OgcIx0p50B/cbjd9FK08cbsnjCctKT0rMFoyXdisVcsGckrBofdRqdZcLI+53Q6XWc2Hma2i1q8seUNWi31cGVUtCwfcIdCekjW4IpXTWT4AjnXRHy184n4LC5+zY0VSMuJpGTu89wT/1KubYP1pclyXnizw/kjiDw0/uO8rnb+Nfb3Mf1mYQ1w5qrYAeXlnL1Wv4FjzeM7PAwA1u76lKWDg/l5x5P5NEibyT7oB3WVM3dASTh8plrFK9Q1CMCJaCMk2aLUjF4p96460g/J9j8VDD2RPfXx2DSU61R/hM0zH9B8ev8QqSrBKxL9RDs4Cqd16BmBRQv0kiCS7A7NULWnafod3vRJ1mRQHzzYApM0Sklf/hdZvuSPXz92mRO7j3rtpGRAuwlC6C1S0nApkQyUy1kplmySbZyox3QVJXAUFfE0/WL8R4hhKWqZlCzWXL+x5CF1EQ9n3Wvwav31efYtj8fDSUlXD3n9JoPoCjiNlOSd4SYy//pcdwpKgY/hvI3JqX8q4W7Jd1CzIn8Zc8ZTUb0Z/6cSaZ2KXcv9/1lS7HxnZf+VNysNwEC8OPQX9zC0QBsmTaObjtJ5XoVMAeaUXQKOn9J9SGWAtIQCPQiL7v4rXEp6NEJAzoMCBRCyxkJLennlgpu8jNStWFlajS5J18jOLTpGNs/XP2nTDIKYBS6O3r+MliPrZo/8jZ/qTnAxBPvtKdjiVJIqwNuarGavDVWKdHHZWA6m4RQJUKTCCBgT0rB6ZeFwFozCKlzRefc3l7zL6CjXAjsldxfBqOfkYq1yxFeNNSjJqwQgvBiYVSs7Sq2UrtFTQ/CvS5vXbojk8yOpbe01MkDqvFnDQVOu2DZ996poR02J1Xur+CzbVxMAit+XM/exedxWv86r6qULg4ZKXP8p0HyrjLIPa3yXbrxbuBfbZbRG/UoioJ6ewant2sNujuqZnMTBkUh1eqZKl0kKJA5vbvRdcqcO+o3xEdJrUs+Fi2n3cnQee8Qc/wyx3ee5qAyg6gHCrblFQiaRr+MSRfIxfS9nEpbjypdc9MJA5GmCjxVZjxnDp5j5ocLOXvgIqVrFqHFsHKElTNRzK86vTdX5tfxy1j900aEotCm50N0fqNtvooNrJy+nq9fm4zN6qDIYh1aoI6MDhFkPhKWbwOtQSh0Kn0fnUrdx+B9v3LFkoxWwA8n6Z2SRHx6Cf15K+gFilPSvu8jNO/2AJ1CnidakaTVL4GtTAhquBluCkYhcBYJ4EbX6kRNPZC9uDijTAiHhvQRYeMTOkFq8whC1npGfiiZasGiiaQkZJk7nYXUNB5+rhld+rVj7ujfmDFiHgajiwsnODKIT/94P/t3e/CpxswZ9StXz13GkeWGqNYwtcAmFU2FOZ+VAcBoNlCvdTOCQp8lLfkN7qQAgdRg0jsVuXzaU7ibA0y06dnCZ2LT9OFzmD9mCUIn0bCDKEHrqXFE186b+iDMWIUk+8lcr9GLAKLM91IyoCmL3r7EkSOb0aSDtFgdxiBJ2iU9mkOyPOBL2vRswevje+Zv0n8S/2rhbjAaaPpEIzYv3O61fmdOqJqGrULoHd9LUQQVIsO9nru3xJ3HrTp9VbepVIyTXqhM9QY9weGB3Nu8Ovc2r07I5WOcSltX4PtWC2mDXjFSOeghygU24HDyUpzSRpWgllQPbcv+tUcZ1ulzHFY7UkLcxQQOrzvNsPnvUqKtixCs++AudB/cJc97SSk5vPk4W37did6gY8m3K7FbHQhAl6qiS1UJnn4Ne0Uzzor5jxUvFxhJnYjSTG/yAv13z+d4ylWkJnHkY7EHl/aeMKo8+lgbyg0HjrJmlAZlObb9JNYMGzogdO150hqVIK1RKRdXwE3oFNQgI/ZSwZhiXNEoxlgr8k7COoUgrXl4tnDXGXQYzUacdieOsuaCpVRqEr+D7lz6Qghqt3CF13Yd2Jm2vVtyfPspgsIDqdqwstuCbDQZ+Hr7p8z+ZBibF56gcv0UAsMLFo8uJSz5tjR6QzDS7KR2yxq8+tWLmP1NaFoCGakjCtSf6oRRz97D0S3u358QguIVi/DsB0/6dOIf3HCUhWN/z8Et5VqgV/eJovu2yyi5WAalBvH7AtFVMSD0Gohbz0Ev/NBQKRP4MA2ih6AIPXGX4tk4tx8Oq8LN7F9LjnXWmmHjjylr6fR6G0pWLl6gZ3An+FcLd3CVpjp/6CLnj7gXNNDpdegNOldBCwkdP+/Kl/F3HuPeq3E9gsx3p3BtTqTbvGsPL37UjeGdR2fzvINLQ+k6qJNbrcvLGYcKfM+iflXRKy4NSAhBpeBmVAp2+RJiTl7mrbbDObnnjIeCZcu0822/adRvOyHf95JS8mXv79gwbxu2TBtCER70AwCKTaJLceKUMl/auyIUmhVxOc+K+YUwu1lv4q1pWFQH7+yax/HUvMuv3YSzpAlKun7bBRf3USW1gfv5cD8weLFgCoEaYoKs8H59gh3jZSv2sneQWp5jypElwnn5ix4kXr7B+rLJnMv0XWnIW0fKbQW3y9UsTbmaZbL/Dg4PokG7uj57CAj2p+en79G5351VBhJKEF36/Uq91vEUr1CEomVv0TIYTQ+RwYiCdyo9n7/RbODZD57k4Web+Wy2fOparJnuIa6KQVKxcwaOTIEpxPcuQiiQ7neINW2jqNU7g7JNDFSr1ozywe2QUiPQUMLNQXr24EWMJkN2lSvv85DsW3P4bxHu/2qb+01cOeeFfEi4inIA6AwKC96ZBZY7y0wVQtD7Aa+hpABcT02/Y7u7JiUfLltLXJp7mmndVvcyZM7b2eUCQ6KCeeGjbm6assWZQoZWcPqCZtGvej2ekZpJ3waDvQr2m7h67jqOfGb4WjKsbP1tJxvmbcOaYUNKT16ZnNAC9PkS7Hqh8Gz5BpQPck8GiTIHUTognJIBYfkanzek2DOp/2htN2FriE0DuxftVYDhuitsUAhQzHpUv4InkwmrStCGW87+hNhExvaaSKW65ckILvgnmtzG/bnkpHvIL6SWd5q/LwQEfcf6X3Yx4fXJ9G8+nB8G/pQdXqk6TwMFW/wUHfQafQZF574js1nsFK9YNNe2ttsEu9BL2s68Tp13UnIV7DfhH+Uk7ZKercNCWNghDPa2JtJcgyi/Wh6RL0XLRuUZ2KHT6wgM/et5ZeA/INx3LtvnlZdDdag4HSp2qwNrug2Hnx70dzZdBfhlzyFikpK9ns+w292KQxcEEpi39zCPfT+LGxnumYiNOtRj+smvWaXOY8H1qTz+Vnu3LfTxlNUFv6EmSMi84HE4JSGVXtXeIjPVkqtJ1JX1d0tYaJrG0kkr6VmtH91KvcxXr3zP5bPX+OzZ8Twe2ZORT33pchTmA6bdqfkqBh1sMPN2Nd/MeqUDvJvP8gOdUDD7mXjq3Y7Zx/yPxaNYnbecqwAOFePFFAzxmegMOuo/WodqU9uhFing7k5KlDQnQetv2dtVp0ZGSiaDWn/E7o2HC+Z01gmSnyhKWpMw5E1qaCXv9z4lIZUTu06TknAz4enOd6mfPr2EGcPnEnvqKnGXEvhtwnL6NhiM3WpHpy+FB8tpHhACipS20/1990pdik6weeGOXNs27/qAm4O4zMMWwio7MPjl/UylBglHbtn4rRk21sz0HU5drmYZytcsnetiKhRBoxy1D/5K/KuFu+pUObrtZO7boCxk1CpYNZuc0KRk/LpttJ/4Ez9ud1EZZKRmcunEZWwWG2XCQ1HvsEI9gColyZkWft653+v5nAL92oU4vnrlB3rXeJupz64l6WDBNEWJ5PtBPxJ72p36YGzv70i8mns0kcnfyGNvPuo2nvGvTub7d38m5sQVEi/fYMW09bxU4202L9yBw+bwyk/udVx6gfG8NV/OwyR7Jg7Nt4bUwFEU4ylLgQpV30Qxfxcz5UufP8ew+e9QskpxQoL8aXMF6gaGolgcKKk2grbHEr3sLCGRQcw8P5GPlw6m5r25x1h7hRCE/no9pzk3G7ZMG1pK/hZGNygQ/3IpYsfcgzNEz4ldZ/h55Hyvl6pOlS96T6R76VcY1Pojni79CuP6TCI1aUzB7wtcOubPgbXX3JKMHDYniVdusGHuNvSGGuj0VQrcrxDQ+kX3d1ZTJTHHc4+Wa/J4A2o2q4Y5q1pTyYcyMQTkQ7BLV2GPPV+E3jaO3N/PT/54n/pta7uCPfQKQghMASb8g/0Ijgjk0z+G4Bfw99QsyHO/JoSYBrQH4qSUNbKOhQNzgbLABeApKWVS1rnBQC9ABd6UUq78KwaedD2ZNxsPITkuJc+tEIDmZ7jjaBkJ2LOIlr5at5VLs3azc9om9HodmiZ59M02f0bRAVwCfsvZi/Rr8YDPa2JPX/0/8s47PIrqffufM7N900MIIfTeQYqAVFGKKIgVsYBd7L2LFRV772DB8lXsoAIiiiII0nvvISEJ6dm+M+f9Y9OW3SS7ScCfvreXV9ipZ9pzznnKfXNjv3vxOANl12yDPb/H0utZB2mnR+hyErD/Rz8P/vEUH+54FSEEXreXVfPX1ThiNxhVxlw5gsmPXggEOL8XfvArC97/NSjvWPNraBGQVRrNRlx2iVoS4Atx942h8KbI2AcVj+Ti9Km069WKK6ZPomPfyhS4jJ2ZPDv8ORI1D9kfRZaWWRVtYypdGkPOG8iQ8wYGrd/85zbmPD+XHJeR3jeN4fw7xpHUJOAGamqvWy63bg+fzikB+/ICnP2ipEIWAgwCX6qJ3KktSHtmL5/P+JbTLx0aIqM3+7EvWfL5MnxuX8UgafFnS7HE7eb8O6K/lj3rk0CoQPBL4HZ42LR0G6OmDCc28SUKc0dEfWyDEdLauMjaGyieM1mMdDml+roKv8/P/JmLKcotplHTROJS7MSk5RJJWEdqsPHtOPI2V37YFruZkZOH1bhfbGIMj317D65SFx6XF4vdwuY/t2M0Geg2uBOq4cRxQEXijPuQgCD27CrL7gMWSylnCCHuK/t9rxCiC3AR0BVoCvwihOhwPESyX7tpJrmH8ir86lVhshoD0fEqxsq6u4DSvqkQRmIsGvh8Gj9v3YXN7cNXpoL09Qvz4J6T6+z2KUeMOXwObznef/AzXKXuSok6CZpbsPkJG01GFBFGLyMIUofMBUbc2QqZ2UcYY5pI256tuPih88NSpJajdfcWvLT0iQrB6Kx92dw2eBqlhdULTISDEAKL3Yyu6zz0+R3crSzmaHYR0qogI/VVS4lxZRFFOUWs+XkDm/7YxuVPTKTvqJ607t6SDx/+AnepGxLVOs1L/8zZjZSy2hFat8Gd6Ta4c9h1sUbzscJTEaG0Tzzxi/JQPMH3UgDWndGThlXAoODqFoNuDtyIlT+uZcLNZwRt8v3r80PpOpxeFr6fxvl3ZER9yqbtxqKqe0KWmyxGmrYNdCw+b/RJABAYTfc9I495bzQDAZYYC2deO7KabSXTxgV46cv97tYcI31Pckc0gfeWCrLXVBp2RVUYftEg+ozsEVFbrTFWrDGBTqjvqLoFpuuLWl9/KeUfwLGlnWcDH5X9+yNgQpXln0spPVLKfcBu4OSGaWpQm1j+/eqwhl0xKEyfd39ID2k8WIzwR+frCwdd10NmCopPJ2ZZ9B/CsRjYpmWN6zf+vjWs9qivWODJq/mNlRL8Ttj2bCVlgK5Jdq3dx4xLX8FcDdlX887NeGX5kxWGHeCZya9RmF0YUmRVE1SDQs/hXbj5jav54vC7DDirD30btURPMkZu2MsQ93FlAN3r9jLzvk+5eeCD3NT/Pjb8vgVdlygF/oBbJsrcd4ffw56SugUT+zRqXocMbvC2t+PqWGmEpQgkh0jA2aP+ZcdSFSiKgskSnPcnpQzEWMLAVVy3RLp+YyYRk2QPYZZUDSqjrzg1cF4t8kymqtD8AqkJhBAMPudk3lz1DPGNws+WNv6+lc3LtgcFVA2xTmrw5gXBYJF0uawypVQooowOORjbVu7izuGPMD5+Mld2vpXFny4N2eafQl2HmqlSyiyAsr/luU7pVCSGAZBRtiwEQohrhRCrhRCrc3Pr8jGF/4wMBpWTRnQnLin4o8if0A5pqX/mp9Al1m2hxSbmzPqTqh8pLqlxfUJKNdN+CYZa/IhCgGKCNleE+nA9Ti+uMKryABfccVaQj9BR5GDH37srRC3CQTWqGKsYEkURWGIs3P3hTYy8bBj2eDt/5ezh16woOT6kRMnxYjgaPOXXNR2P08Oe9fsrOhyhg/3r6DOJfFKvM9+NKhRElHlTUoJEkHlbe45c15rigUkUnZpC1k1twaoiLfWYaeoSU4Yb1amhS8mgc4LHWbquk9Y2NeyubXvVJaPDgNnSgRd+e4yO/dpiNBkCI/Z2TZjx87QK95XZWjfaDqkL4pLP5Yus93joizvIy8xn4x9b8YYR3tn4x9aQGYkrT611dltxJRZoNtxNfJvAsTWfRsauLDb/WfnO7lyzh7tPe5SNf2zFVeLi0I5MXrruHb559cc6XV9Do6EDqtW5DkMXSvmulLKvlLJvSkp0/MZCCPqNOSns6OCUskj0mdeODCqPd3dKrhc9naoIzAYDTdfnY8wPNYSe1gl1PjaU6UjXMsq84K7xIXS6qlmQNtqLIYJvUTVB46HRpYMueD+4QKomow6BZ5DaMoWh5w8gvUMa8Y1iGXzeAN74e0YFQVqh18lNK/+HP9pxriZJeLn6AJrfpwV90N4W5jo98/2l4TnCa8K+zQd5fOILNLttS3BWTQSQugBF4OidSPZ1bcid3BJH70T6f3gBQxJaRN0WAOHVUTw6zWZnY7KauO/jW4JGuUcz87mi461k7w8dWJmsJqa+OK4OJ03ihavf4vKOt7BtxS6MFgOdB3TAEmPm3btm88snf6DrOgZjGhA9p3li44e54om7yDmQy6Rm13H/mCeZNn4GF6ReFaTZAJCYmhD0/QP4nQq7v7WhRypgJiG5a+X7JHWdg9sqZ+gfPPS/MC4tD7MfmYPf98+rpNXVuGcLIdIAyv6W12FlAFWVp5sBmXVvXvW49a1rSGqSgLUsCm6NsdAoPamC4vPiB8+lz8gemKwmbLHWeglCCKB1chLfTb2UJ645B7Ot8qWRAnSjgqtdQn0uB4vRwBmd21N0tDjE3eT0+pi9ch2fkEvsGR0xWozY4qwYzUZanmqjx6OR+WWlBGsznbD9bTW3Z8fqPSyfu6rid2xiDG16tAxrMxVVQfNrZO4+wtKvVtKmR0u+ynmfaV/cQXq7yirenzO34qtDGKZtgZ34gzUbTqEIDKbAaFfY1Tpx18zYtCDo99ESB68vWs7Vs75mxg9LyMgPFprYsXoPtwx4gL+/W40x24vwR3FOCejhP8Ovvfs5Zfq4OnVQioRz89K574EpfHH4XYacG1yY9dzlb3Bkf05Y12Zsopm0dg9Hfc5NfyTw80dL0Mrcls5iNxuWbGHv+gNsWb6DV65/lxeveRuAmPi7IjqmlLD1r1gWfpiO1C/B7fRw76gnKMguwlniChCkFbuYftGL5Bys7KiGTzwFNYzoyJoXE4h0YiYMktLMypmToihYY63Me2shiz9dyq4wbhoIDDIKsgPviM/rY9vfu/jo0S+4ssutTGp+Ha/e+B4FOXURK4kOEYl1CCFaAT9UyZZ5DsirElBNklLeI4ToCnxGwM/eFFgMtK8toFpXsQ6v28uf36zk4PbDtOranEHnnIzRFOxXPLTjMPs2HeS6LSvq5A8tR7zFzMp7bwBg09JtfDL9Kw7vzEJpGc+W7vE4G5nrfHwFGJIFOXM24HF5MZoMXHj3eMbfOIZ5Mxfz4ZxfKUk0UdSrEdJuwqLD5NYdOGNYY37xPowmIx+NSwlLz4uleHuli6p8hFOdD73LwA7M+HkaOQePktIsmaOH87lt8EP4PD7cDg8mi7FKeXeV61IEryx/MoSGddauP3lx6y8Rt7kcE5r1pMXnJcx7cyE+b3h2QFucFbfDg67plJydRMmUJlEbRwFsPvtRAA7lFzLx9f/h8vnw+jUMioLJoDLrqvPo0SLQYd05/BE2/rG1Yv/ca5pTMiQxfFVrFUgJulehpjFWm7gkDnhyql1fE+wGE6sm3I75GNYvV6mLc5OvqDbL7PLp+xk5JTOq2yalhbuG9SRrb81uJJPFyDvrnye1ZSaFeWfXcszAo3M7FI7ss/DOnaO48O4LeP3mWSFuRKPJwCUPn88lD1QKYWxdsZPHz38+oBsrwRjnY9hrmaT0iCxWJHX4sFNzykc+lhgzmk9DKAqqquB2esLGwMxWE1/mzOS71+bz2ZPf4HX7gt5Vg1EloXE8Mze/iD0+Ksa/ENRLrEMI8T9gONBICJEBPALMAOYIIa4CDgIXAEgptwgh5gBbCeRC3Xg8MmXKYbKYGHFxzcIQzTum07xjOnF711HkqkPOcBlKPF6eWrCEgW1aMHRQR55ZOK1i3a6co5z/3md4woyCIoGUsKYwn8SyKj6fx8f/nv6Wz5/5Dp9fQ3r82AwC29JDZF/ZHVdjGx8e3kMX4w60Ogh9q5bAy6qoCha7mYvunUCLLs149Nznwg7q92/N4ILGV6EYFDSfxthrTmf2ntdZ+tUKjuzLYfe6ffw9PzRHX9cl7979MS/+/njQ8oEpdaNdHZLanjHPdePyxyeyd+NB7hj2MP5j6GmHXTCQJV8sx1Xqxr6okJLLmgRzwkQAo1K5wxPvfI9h1mqSDxWDCKgzeVrE85AL5j57E0CgorcKkj7NxNPWhrexCSw168MKVZbVAoTfJtdVWi/n6cHSAtrHB7tAtBrcRgaTzohLsqLsDxUObH6F/Kz/ATUbTqEobPxjG2Ou6A6Yaty+vA0Wu05aGzed+m9i5U9tK2YGVeHz+kMUp7oM6MBnB99m/+ZDCAGu9KWsz38j8ssSENfKT/H+wIDRXVq7/TDbzAwc35fJbW+qVgHL79MoKShlwfu/ct7tdXB/RYhajbuUclI1q06rZvsngSfr06iGxvqMrHoZdggUMs1euY6v1m2mY2ojPpx8PtnFpSzcuou/Dxyqs2GHgGuntG08tqYxFYFZzzGjaMUvkX6NpB/2kHNld4yqyv7StVGfSwDX3nkrPYZ2wWw1E5NgRzWo+H1+7HE2HEXBLh4hBO5Sd9DIY/6sxcQk2pny6EQAPn/2u7DGHQLZBG6Xh08e/4of31mEy+Gm26BO2KeAIyG6tn+05y9Gp3fFbDWzd8P+sFqfy+euxmQ14Sp1ozh14mZlUTylCZhEZCN4KUnY5sMx1IGzxM3ex+dj8mgB0ytB+HQsewpwvryUdeNGcNKQLsQlx5LrrPTTq06NtGk7OfRaF3RLzZZZqBKhaki/QOqhvVB6bCy7HHVLh/TpGsmW0JFhTIKdll2bs2f9/pB1tlg/qhrtHFSnWft++Dwf17qloiokpsajqI0xmYfj9fwc0RnMNp1+Z+Ty1EUrw/aDlhgL/Ub3Cj2fotCmRyAL7ai7BPKju7b0Ia4K4x4ORrMhUCvi8aEoCn1G9mDlj2txlYTPQiqHx+ll/ZItx9W4/6srVCOBLiW3zvmhwY7n9PrYfDibu77+iXFvzebV35azdPeB2nesDarA06bmYhUBmDJKQNMD9LYi8lTEcljVBE6/ZBiNm6cQ3yiuImXUYDQw9cUpQSmR5euOdX94nF6+efnHigDwqBoKO3RN5+lLX+W7V3+itNCB5tPYsGQLSbfthihy5AF2leSwpTAQwlk0+/ewbiRXmR+2HDHzC0ieth/1UISdu0+ifXqA63rdzZfPzwW/HmJLBCD8OtPPe56Z931C216tg9ZLBbKmtUWPq5krR4gq/xskx06brAYj57TtWifeIpNi4NS0diSZw0fa7/nwJmzxtpB8fo/TFh0LJQA28rIKak0IECLgsug3phcAcYmvg4icKsJZrAZEbKBC+BoCxUWdB7Sn7+ia88k35c8kmioEn4Naud/9Xj9+f6AQT9d0/p6/Dl8Es2mDUQ2KQx0P/OtZIWvDntw8it31G7UfC5+us2h7aKFGvaBJFFcEEXYRyFluZLeRYmnOIVd0/liPXkqRN4t4UxpSSrb/vZs1P2/AHm9j+MRTaNwihS+e+Y6cg7n0HN6NBe8vRgsTIHSVuNA1HdWgktQkkQ5927Jzdeg9adKqMavnrwvxyQuXhuKS6FGkcQsE+0qP0i0xHaWagjG/1x+S0WPe5SLpuUPkvtougtJEiWmrk3yDj7/mrUbUQGFQfLSEr16cV+Hm0C0KxcOTcPWMC+SsR+HbEICiSMzCSIzJTJ+UdG7vOZj0mDhe2PgbWhRGSUFwalpbnus/vtpt2vRoyce7X2fBB7+yav56nCVO2vduw/gbxiCUc0CGIeMLAynh6OH+fPvqT7Ua96SmSTzz87QKbiKh2LHar8RV+nxE5/nl4wBJmObXscVZOem0jvi8fk6/dCinXTIkLIeOlJL1v23m18+Wknr7apQIKsmlBGeu4OsRzSiv7ROCsIymUoKs4uY61k1YHVSjgfE3jI5o27riP2/cA0pHJ079pK4QgHVLlal9mfGq6h+VqsDTNYVmyQnMuvQcDOZMDh1cc+yhajmPoMSXTawhlWcmv8by71cFgrhmI7Me+JSHv7yLZ36ujCfsXr8vLK98s45NgwrF7nr/Bm4d9CAelxfdr6OoCkazkbHXns7/nvomxLj7vX5ElBW9mtRpFxsoqTjjqtPYtWZvKClZNc9bPepHFPuR8TVL+xkyvQgNfJoPt8MdEMuugd6i/PlodpXDT3ZASzAizQroemVEMAKYVJXbeg7lus6nhKyb2vkU3ti2LKLjAJicOqeuNPH6e+/QoU8bRk0ZHhK40zSNA1szaN29JeOuH43RZOCzp7/l/jHTcZW25qoZfgaenRe2+boOjiKV/ZvtFOaYKDq6g5U/1PyNmSxGLnv4Alp2bha03GCILP6ia+D3Vr4vrhI3j313D0aTkeXfr+KGvveSfSCXVl2bc9XTl9BjaBcAXrtpFotmL8Ht8DDxSg1b4+rOEIzslSaEQSKdlQItMYkxeF2B98JgMqD5tKiVlVSDQnJ6Mne/fwNN29bMaFlf/OeNe5tGSdhMJlz/B/JOa4KpwIOteQJqjpP0tqlc8tD5fPf6fLat2IkQAr9fwxxj4eyzB3H5peOxx9sQIh6Bigwj5FwddPwkmluy7LtVLP9+VYVxLHdxPDnpJb7MnoXJHDCC1794OfeOehyvy1fxIpttphA1mdbdWvDOuueZ89z3bP97N626NefCu8/GYjMz+5EvQtrhmNAIzRzd/L9NTCM6JwSmsqddMoSVP65hxQ9r0fwaxjJVrgHj+vDHl3+F6ID6003IuFped11i2lOZhdG8Y1P2bDiA01ez/xSgaGwK/kQjmMqMQQRMjFUhhGBM81Bag2/2beSrfRsiPo4xy03qtF18qG/D6/Ky9OsVfPjwHLoM7ICiKpx2yRCatU/jofEzcDvcCCHQ/DotuzTjwJZDZbEehXlvpnPymXkYjukLpYRda2J5dWoHCrLNmG0auga+anQJTBaNc28/xCkT8khM3Y/LWYjVdj7OkmKK8uajGh+LqP9TVLDaK59pctNEjCYjv3z6By9f905FvvnWv3bywBlP8uRPD2CPs/HzR79VrNu/0ErnSx21nk8IaDHKgzUllwWTA0VeUpe4Stzc+/HNbF2+g9ikGLYs28Gan9eHZNsKRWA0GSoGNEIIYhLtXP/S5fQc3pWUZskRKZbVF/954y6EIN5qJq8OQSmr0cDlA/vw1h8rj0PLguFJtbH/0k60bpTIG1MvQwjBoAkns2npVp6c9DKlBQ4ceaUseO4Hfnjqe3RNxxpj4eRX44gdUDObY1WoWLAbEvnl49+rpeLd9MdW+owM+C+7ntKRl5dO5+PHv2TPhv207NyMSx++gM79QxkQ09qkcutb14Ys7zOyJ2sWbcRbJlMojYKiyxpH7dsd17yS10NRFB76/A52rtnDxt+3Ep8Sx+BzTsbr9rHx960U5RUHOiQlwDiZ90jL2kfRAkwbAxlLJpuJi+47l5RmSbx648zKysRqJoKOfvGVhj1KmBSVGzsPomVMMA/91/s28sCqHwICJhEieWYGilPDW5akFjBsXlYvXA/Axt+34PP6Q2Yjx7rURk45ghomy0gIaNOjlCuf3ssLV3bG41SpbmZstPh5fN5mUlu6Mdt0pDxAScGt/PTek8y8pw0ISGjclmuf30O3wbXnfeccCtS0mG0mrppxCVJK3rv749BCIpeX9+79hIHj+gYptG18J47OlzpqPQ+AwQwpPT0ktPNSuDuQKqwaVVp3a8Gw8wNkcpv/3MampcGVsKpBpU2Ploy95nQWfhAoABxz5QjGXDnihJKGwf8Hxh0gtySyB3osLunXi1tPPYVlew6w6fCR4+7c8es6hwuLWZeRRe/mAaWWZd+vojivpOIlrerecJW62f2dlx69QI2QRdRQpitW08jh2HXtTmrNY9/eE8WVBOOhL27nvfs+Zf7MX/A4vfi7xSA8etScMntLQukEOvRpS4c+layQ1hgr7258gR/eWcSSH1ewyZRHyfgkZGwEr7oO3k5WrCuLGXfPWE4+4yQAXvrjCQCcJS4WvP8r7z/4WYhBUZx1z5b6+vTL6ZIYOkV/ZM38qAw7UiJ8OqKGXSLl1m/Xp6TaUn2jWdJjWCExCT5KC41U10sPOe8oTVq7MFkCDSp/rQaMy+Xjx1riKDRyNMPCC1d0YvpPG0lvX/0MSfNDYU4szTs24Yrpkxhy3gBcpa4q/PPBOLDlECMuGozBqOItC9y7cg34PWCM8FsRKsS19lcYd5PZQHoVcZBugztz46tX8tZtHyIUgebTaNOrFY99czeJqQmcdV14UrMThf90tozb6WHjH1tJMVtr3/gYCODO0wcD8MiZp2E6zr2uWuAm/pf92OdsY/Enf1TwZSz5fFmN+rCZ84148pSICzF9MvABjZoyPETlHgKGvduQ8KyHdYXJYuLKJyeRkBKPwWRAd2t1CoNEKp0Xk2Dnonsn8MBP91B4czpaywifvwLuvrH4P+nN1IcvCVlti7Vyzi1jGXPFCEwWI9YYC9ZYC4mp8UxI6wq+6DlpDAg6J4TyuxwoyccVCXfyMSgandIggxBrTM2dleYXxCTW3L5hF+ZUGPaqUBTo0KeSR6lRMzeHttX8jFQDPD43g1lbX2bIeQOAQE55dYR3ZruZksLS4GpUKVjxWAI1EKAGt9MIjkwVoQjMNjO3vHltyOj7jCtP46ucWTz7yyO8t/lFXl32JImpCZWnlJKMnZkc3p0VtX++vvjPjtwXfvQbr980C0VVKG0fB2e2iSp7oUuTxizcuouZy1ex/chR/JG+EVHAbFDx+DUsuwpI/nIHQtMROizZOY9Ns/5k4r0TwlbAVYX0CVZcbWfQJ6WYk2t/efSy6frA8X0DBT9z/sLv9Veoxzz85Z0V/vZwWP3zBr5/Yz6lBQ6GnDeAsdecHsJ3Uw6vx8fBbRnEN4pj5Y9rKTpajN/rx7TDj/BKZJTcVHZDzZTIx6JceCNiCIHe2ITNVr2hEUJw02tXcd4dZ7H5z+0kNI6n92ndWZt/mC9+iz4l1o+k65czSLXGkeEsQi8zzTFqdNda3n7nyfE4BicS82fkrjoI+IkVRamgIzAYa+EQMkquf3kXK39MZvEnqXicoaYkqaknbExZNUo0v6B1t1JufGMnqS3dtQ5OhIDEJgfZsOQ7ep16DhBwzV1413j+N+O7EDk9R4GDL575LnB+RVR8RwIR+cBCQosuzejRoyPjbxyDIJBg0LZnq2BRcYspSFOgHNv/3sX0iS9RmFsMSBqlJ/Pwl3fSpkdLsvZl8/FjXwbSgtMSmXT/OZwyvmEVmiKiHzjeqCv9QHXYtXYvtw+dVjF1LhzRgpLB6VEZd1UIVEWpEOk4HrCZjHg9fho/txI1TBqkwWTA7w9E5GuaaismyYhFRVhSan+WJsXO9R2+r/i9e90+VpelQg67YCBxybEh+5QUlLL+1838+d1Kln37d8V9NVtNNG3XhNdWPIXZGmzg589azNt3BFih/T4/tjhrUMWet72VvEdaIk0BYYlIns2UtgO5q8tIhBARBaQ0qdNj7uO1bncsYgxmVp55f9CynWv2MOuBz9i5ag/J6YlcOf3iCpI6gAKPk5O/eylKAbnjA0OWmw7T9gMyrBtGNaioBrUiBmKxm2nTsxUpzZJZ9t3fCMXHzC0rMJpD36dyc1F++z0uwdHDZh46oyceV/Co9rWVq0hOD8351nVYMLMJoy4/gmqM/LN0O2DlvJGcPPZJ5s9aTNHRYgac2Zd9mw/w9Us/4HP7wlIqmCxGmndK5+C2w4z7/gDxbSKfEQ1KfZKDP8fw/FVvBtqu6SSmxvPEvPtDMn+qoqSglEtb3YDzmGKmmEQ7Ly19gtsGPYSrSnGg2Wbmyqcmce4tZ0bcNqgn/cC/EXPfWhgkvafZa05/CwdNSrTjaNghIM7Rx5rMpmpG51VzZmW5ipQmgzycikWSNtIbkWEHsKnBRSPtTmpNu5NaV7M1/PDuIt667QNUg4qrNJjPw+PykrU3m8Wf/snYqysLljf8voU3bn0/WGrN60eISuNg2uUi+cF95D3cEpkYiT9c8ttLi/nlo0Amz6jLT+W65y8L6VSqQkFgUgx4I6YBDKA83bIcO9fs4bbB0yqKU0oLHTx67rNMeXwilzwYoK9NNNu4rF1fPtrdcIOUusKfZmHGwoc4tCMTqeu8d+/Hlbn4ms49H96EPd7Gd6/9hKvUzcjJwxlx8WAMRgM+rw+vazelxeE1ao81xGarpGlbN6dddoSF77fAbDUhCby7u9bFktQ0P2QfXYPTJ2cT5UQMxQAb/1D4cNo9+H1+NL/O0q9X0qF3G748MpO5by7ko4e/CKnu1vwaA8f15aZXr2R9wnUcqxJVE47u9fDMlA+C3uUj+3K4e8Rj/O/Q29UGSX/73zK0MEV6mk/j1RtmBhl2CLBJfvDQ55x5zek1vtPR4D9p3AuOFAYVsuhKhKXnJxh5pU7umHgm1z/0I54a0hkF4LcYKBmUDlISu7MA82EHxhhodlEpHa4Pz8UeDgmmdH7IeIwM53osaixtYwaR7d7BUc8+vLqzLK1SwSxi8O9L4sfbSvC7dSB81Z3b4eGvuauCjPuXz88NCTge615y97STf1+LyGkBfBLPVwdRdYnH5WXhB79yZH8OT/34QLW7CCE4u3lPvjwQeS2ARTVyR9dgw/bu3R+HVB1KCR89/AXn3n4WVlsgQvdQ71H/J4x7nNFM11M60vWUgFbpyMnD2LJsBz6vn+5DOpG1N4cZl77KwW0ZSAKddPchnUlrk4rRZMTpeA8lihCTEHDmdZnEJd9M31E96Da4E/s3H+LgjksI1fkJ+M/rojnsc8Pqha6gGJS71M3ONXv4fc5fWGzhyfsCnPmSboM7c/BgCwq9uyI+56pPjuD3Bn+bUkJpaT4vfnwaQ8eOol/Kvbi0o3i1ErYVfkqRdw8HNDM+n5tjg81ej48DWw+FJb0TAjL3ZNO6W91ono/Ff9K4DxzXlw2/bcFd5odTHL6oCkpOFDQp2YWbxi0akbEjs8aAiwBKBwYyaByD0tn28O18c/AeDjmj45fZ76hUi/foJawtCCecrOORxWz9woffa6amnEVFESQ2SQhadjQj9IOGQApbTGIMubkFFN6cHiDVigRSEvNFTkBvtQxet48NS7ZweHdWjWXc93QbzR9HdpDtqV1MxShU3hpwMX2SgxWxtv8d3hhICb999idjrw50BooQGIWCr45iHw2FiW0CWT5et5ftf+/GbDPTY1gXhBA4ip3cPnQajkJHxSxqx9+7uW3wQ3y8701MZiNe17yoz+lxKXzz0jwcRQ46D+hA256tiEsJr04mBJjrMDjNPWzHaDaGJBi4HR5++/xP7njvet6+86OQ/YwmA0PPG4gmvZT6ahbUPhZO23Y0v4bBqtNqjJOY5n7ytxjxewW2Jj72lHzPnpJKN2e5mYkbKjjnJ5UfLkjFU1jZUxpNBlJbplB8NFSYx+/VSEyNMk5UA/6T2TKnXzaUtLapGGLNSEUg6iiMbTgBncGtc35g8ofXkpSWgC3WWuFL9iea8aTHoBsUpCJwdqp0p3RODbgNjne4xFcqQK9Zf8VoMTLs/IG8/+Bn3DPycd6+80M6D2iP0RRu3CB4d8sLZL/THj0pinGFX6J4Qy/WaDKQsSO8XICUkq1/7eCn1xaiO7Vab5bw6MTs9JCSEzpkDZdVVI5jZepijQ0zpa4PLmzTk9/nLOf81KuYNn4Gd414lEtb38D+LYcqsq+q3g5dl7gcblbMK591RFcTIiVsXBKP1x0QTX92ymtlaxrWvKS3dVYbDDVZTaQ0S+a65ydjshgxGANxBbPVxAV3n02bHi057Pgz6nMmjlpLcmeN8387zMDH8+l1YzGnvp7HqPeOktAu1L1TbjKMdok9zc9Jt1Xm75ttZroN7sxVT10ckuVjshg5+YyTSEhpOOP+nxy5HyotpfDGPuzPykZqVcghokD7lCSaxMWycn8GBkXBaFA5s1sHPltVN3Hf6uDTdX7IOMCn+99i3a+b+Xv5Vt7J2o03xRYg1lIEsb8fovSUdBQhMBlUHjpjOADxxjQyai+erDOanO4lc74JzXnMvVPAYrOAlFz84Hk8cdGLeF1efB4/m/7YhsGkYrabK3yvEDCQUx6fSFxcDPbkGEq1KPh+3DrGPaEX6vP4aNElNKjl9/mZNm4Gm5dtp6SDidxpzWt8/raf84l7/wiogmum3UXz9uk8+9NDpDRLBmD0FSOY8+z3IfspimDDki3ous7oy08lvlEcNoOJfO9xfCi1wKyoGDI9PHfFG0G+Z3epm7tPe4xRk4eFZJYA+Nw+svfnovmjG9lCIAf9u1cDrgSvy8dfc1dz9HB2QOuwgeGpht0191CAumP8DWPoN+Yk/vhqBZpfY9A5J1cEPp3+HDQZHdmeqXEpZ35diqJWvkIiQpeVaoLWY5yseDQJk8XIVU9fzLipozAYDdz02pW8c+ds/H4Nzacx4Kw+3PXBjVG1rTb854x7gdPFpPe/oNTtCXTyYWhhI0FmUQnzbphCvsNJoctNi6QEPloRPcVuJNifV4BqUOk7qiczDmzBr8QGXDRlYg+lo1qTGmenV7OmTB1yMh1TA/zc3RPHsqX4+Ok1Nh7iJ/lkH3krjWguAUKimqHDtRpXnXMfHfu144kLX8BZ5KpwKfl9fvw+Py1apOBxesg+kBuoEm4UV8H34dGi46C3bHZg2h5sME1l7IJprUNzxL9/fT6b/tyGx+ml5NRGNR/cL3EOT0BrbCJu1hGMGR4ytmbwwNgneXfDCwghuHL6JJZ8voycg8cUUQnBih/WsHbxJj578hte/P1xEoWZjH/YBTjv3Z/Dyry5nG7ydTfWGEtIcNxgNtKhb1u8nuVReTClhP2bAhwz5TCajWTsXEx6x4adWmbstFbLRX9gawYZOzNp1qEpaW1SmXhPqBBIsrkr0RZYCBGIEdQV5WoWMQl2zrl5LC5HIJA65ooRnH7pUI7szyW+USyxifUXQj8W/3q3jMflYdfaveRmBHrub9ZtCQhc1PO4Dq8Pn6aRZLfRplESBkWhW1qErENRQBWCPi0CvvS9R/PZnZuHdowLQZeSLk1Seen8MysMO4Bbq1lQu74QCvR73cFJzzhoOtZD8/O8DHi/hLZTS2g3qAkWm5kNv20JGys4uC2Do4cDvncpJdkHcrl7xGPkHynAF03CYJhjqwaFc24Zy4P/uy3sLvNn/VoR0PUn15JrZxBgUvD0sJP7TGv8jYygQ+bebPZtOlh2PpVZW19myuMX0rRtKvaEAFVueVDM6/LiKHJyyykPsmvVnn/UsBsUlYyMnLBG0OX38ZVnF6VJCqqpcvhpshhp26MlPYZ1YdOf4Ss+q4MQ0LpHcAW4z+MjrY0PouA8qg1SQkJjH6KanGBFFXz/+gJWLVxfbZabT3dExcNUlzZWhd8Nu761IxRo06sVNw24n3MSpzA+bjIPnvUUJfmlNGufdlwMO/zLjfvcNxdwfurV3DXiUS7vcDP3jHyc7fsycfvrTxImgB3ZwSO140E+piiCyf0DAbACpwtDNYRT2SWhAcFlue81eHuOhVCgyek+ej/vpOfjThJ7BT6OI64A10pN/uhj9Tn9Pj8zX/smygYI3H1icZxVGXNQFIWJ95wdIqlYjqqZCKbdrsiCE4oAq0LphMB5hEEJKm232Mxc+tAFfLTr9UD2RZhjepwefGkR1rYfJ/h0jZPH9sYc7rlokqLOVg4+0paiMSkkNU2kcfNGXHD32TyzaBqFucW8eevcqGM5VWkKzDYzo68cQUJq9TngdYEQYLHpdBoQvvNxl3r4adZinrjwBaa0u5mcQ6FUFdsLP2vQNoVrY+DdCEj0Fe42suGtOMw2I1uX7WDnqt1ofh3Nr7Hm543cPvRh9ONQHFmOf61xX/3zBt695xPcpW6cxS68bh+blm4j+7U/sRrr722SgN0cnIj75drN9T7usfBpOqNf+5BHf/iFFknx+MOkSJlUlWHtQ3PRS3yhL/CJgcBmCJBcnTV1FOZjVOZVo1pBWVwVXrePeX+tCFleK0wKpedVzliEIsL6jctx+mVDMVkDht+YGYWPVQjcvQNFXD6Pj/SeoQbK5/XhKq7ep27MiDwttaFhUlSa2OKYZllNURMV3VQ5g9DNCkWjG6Elm5A2lfyLm3L2kql8euAtLn9sImarmaVfrWDMVYei1E6FgmwDZpuR5KaJTH7kAm569UoMxq4Nf4FCktC4+ufpdXlxlbjJzcjjqYtfDlnv1sJncTUkysVXpARrskarM5z0ucKKpmlBnabm18g/UsC6xZuOW1v+tcZ9znPfh3zgfq+fo5sysDrqP/UyqSqtk4NZ+hpiRhAOfl3nm/Vbue3LH7nttEFBnZNJVUm0W7msbHRfFTZDwnFpT+2QJBqbA3DptPM5+czeGC1G7PE2zFYT7Xu3Rg3TwRqsRjwdo+f5AdDj1ApXm9lqDi1U0TUyXUcp9bk497azaNW1BdYYS/TuOZOCbhYUX5zCtRv+h18PfpfW/rIpbMdVjqQvsxDeE58KqSJoYo0lx1mCS+hkPdyOvEua4upox9ErlpxbWlJwcdOK7f1Sp8AbnBXjcXroMqAoKuMuBCSn+fm+6H0+z3iXC+8+G0VRUNUm1EHSqUaYbTq71lRWUKsGFUUJPYeu6excvSeEVCzNOqBB21MTFBXsaTpDniogNyczpO4DQPfrZO2tm/h5JKjXEFcIcTtwNYGB7ibgCsAGfAG0AvYDF0opoyO6iAB5meEPaTQZuLRrF97cs61efDDp8aFl+Gd168iyPQ0gqRcGXk1ja1YO940exusTx/PhirUcLXUwvH1rJg/oTYI1dLrfMfZU/sr78Li0pyYIVPK9B2lq6IrBaODhOXeStTebA1szSG/fhOYd03nwrKdZ/9vmCp541aBijDfjHBZ9qpdS7MewrdIQlRSUckWnW7HH22jdrTlNr2vL8hY78ep+NKkzsFE3nvnzYTYu2MKLB36lONLUPinR4w3kT2uJt6sdv7OQ37N3clpaJZGao9ARoIWoRsDDssuJeacDd9eYE+p7v6P7cF7f+ifusmpcaVIoGZVCyaiUavfpnxKcz3/y2JMoOBq+zbUFWd2OWdhib0CXxSjCjhAGAuYlegH3YyEAizBiUgw88dF+5ryeym/fJjDpgXNY+P5vFfG2oH2ECCk8S7X3Y1tR7TqvDQkpwWDxoygiRCFMKII2PVtWs2f9UWfjLoRIB24BukgpXUKIOcBFQBdgsZRyhhDiPuA+4N4GaW0V9BnZg8zdWSEfma5L1KZx+HfVb/RkPcYlI6Xkr30H63XM2iCEYE9uPhN6dmFQ29ofevOYPv+IcQeIMSQH/U5rk0pam8rMlUe/uYsvnv2en977Ba/LxykT+nHKXcO5etsXRJyx4NNJePUw1pUlSCV4HCh1SWmBg01Fe9mUVAz+ytH00twNFHsdPD/+Rr5fc5BtGRFOfYUAA3i7BlSLnJqXjQWHg4x7j+Fdw1YXQiDQq/l1dJt6woOqDr8HLYriKQVBn0bBbqeWXZqTMbc3Ui4LaX5tl1Ps/JKDJTPx64UowkhSzJUYlRSkHr4O4ViUdx7hOpF4YUVBBIxhZw+3PptB574eLI0bMfSCgcx9Y0GIOEtK82SSmwZTbRiEiWoJ+Y8jet9ezNaP4qjqKDFZjLTv3SasLkJDob7OaQNgFUL4CIzYM4H7geFl6z8ClnAcjPvEeyfw62dLcRQ7K8qDzTYzXR8Zy1vLV9X7+LklDnyaxoaMLLKKS5i3cTtL9+yv93Frgsfnx1tGFObVNN78fQVfrQtko4zt1pGpfU9iySdL+funteRlFtLulkJsQ2no2W+t0KVGlmsnscbUyqIr3cch5w5+yf6czIIDuJfE0kx246Z3r2HrngOUHiriuwV/QgsZcXvtP+Rh/bsE4Qvm00El8J34gMtiIYyi04ai3Xz/1SK2fP0XYoIVaakbZfMX+1bRyBzDJa1P5oDzKH6bRqdJPdj4w0Z8fknhuU3wdIyhcbagtTWBv+ML8DUygi4DQdoThLe2LSfGaMarR+aSHJ7WFpfmZ39JHjaDiRU5+3lr23IU0YnZvr8wG/UKI1vbqF1KcPl34ZeBjXw+H8t+nEPRPpVxlwMRMkwc3GZm19o4Eht76XVaEYoCFgwBw17lAFa7zvjLsyksmEZq+lT+mteI/KwC3A4PilkgVOjyVFNW/LaKogMO2vRoQYc+bbEbkjjRhl0IMFihx9RiNr6dULF89JUjuO65y46rIlO9WCGFELcCTwIu4Gcp5SVCiEIpZUKVbQqklIlh9r0WuBagRYsWfQ4ciN7dkZdVwJznvmf1zxto1DSJ8+8ax/Vrl1FajeTXvwWqEAHbFVRGKFFLvaR8tAVjvpvkfl76velAtZ24QaIuocRvxSMDYwKzYqW1vTsZrl2U+gsBcO6GrZcr6C5wDojDvNEZEJBwS7xdbDgHxeEanRhZ/YFHJ+WevRgPBsdWlJYqsR8l4F/jw9kjBnnssaQEj0S5Mw9th4fiSxrjHBKPTKkDjS6BUa5Z1VGkB/sDh1H3eBBuiTQJpIAjd7fB3TXUjfdvgAGBv4rBSzGV8kXfz7Aq/ojfK58O+RIkAr8Pfn6lGUveTcPvUel0cjH3fLwNszVAZiyqMfSaBpNb9+fShw8GVKAMEiEgVpgxifBjUJ8HPnslle9nN0FvZEA00rD0UrANU8l50IfvsARvgOI3sbnGZd/sojjWwokeDUkJ2atNzL8kIPRhi7Vyx3tTGXZhqF5utDgurJBCiETgbKA1UAh8KYS4NNL9pZTvAu9CgPK3Lm1ITkvk+hcvr/j90Yq1/3rDDmWMlMcuVARarIkjN/Si8a+76PfKbgz2cHsfP3h1Ax6pUv5xeHQ320uCZ0n+QjCnSgpNMRhy/SilAWGOouvTcA1NCFD8Rvq0DVA6PpnE14On9rJQRxgEhr5GYoWXYp8pOB/PJeHSI+iFATdFzJxcdJsa6FTq0BPqSFwaxM8vQt3tQXjKuMG9gRlF6qv7OfBWtxM6Um8o+I95GBelb8Ag9IhvkybLDXsABiOcfuNh4lO9fP1QW7b/Hc9VnfvTbXARqS1dDJuYTdtewTEQzQ+fz2hBj2HFnDopO4hLXkcGKK/DNMhggn3bLDjygXw/4iDYBgsK3vXj3S/LyB8Dx8o/IJg1tjUX/JF1wme6AI6sypmjz+sjNun45LZXRX2yZU4H9kkpc6WUPuAb4BQgWwiRBlD29/iFg6sgt9TB0wt/PxGn+ucgBKgKiVda/5EX1KT4iVGPYXs8xlDH9oYusyXaebEY97gQErw97AHDblECBjBSrh9Vwd/8mHxtAWqPMqlAVQSmvcoxjVCAkTakUVA8JZXs2Z3qbNirwvhraYVhD2qSV2I68M9RDjQkusZmY1Ii99079XLzWXlvTVbJgItySUgPpIVKXWA06wy/KIe0th5cpQpLvmjM96+ns+KHJN68tR0/vt2M4RdlY7EHn9stqw/ICgFX3J9V8Vu6Ie9VP44lehhWX4GtmY78Jz4coGhf5Tja5/EfdzpxqJ/P/SAwQAhhI+CWOQ1YDTiAKcCMsr+hpBwNjIzCIsa9Oft4n+b/DMwmH6JuHoZ6IVDn46VUq2SKDAm8KaDYoNeIo+x4OrDMMSweGcYvXit0iXGnMzCdh4DRtoD1umAJJ1VI/FVtrkWBJgby722Op7u9zsLVwRBIQ/hrEJqs5Nv/l2OfM4lusdmhHWY1CDjMQq9dMUhu/XYzz43qSf+xeVz26H4sNp19m+w8ObErml/g8wiEAro/sL89PjTVWEPi1XTM1fCmpzQ9xvirFY0KgV7mojnR9l0IsDcJ7rS+evEH+o0OTW9uSNT5rZdSrgS+AtYSSINUCLhZZgAjhRC7gJFlv48bdCm59IM5x6V69P8qsnITo+LbbmiIWvwqQkBcghfRxYRUwN+2brntAEqhHy3FiIxXMIwwEft+Imqr4DGJJo/5Wp06vkM6nm4NZdjLDjsyCT1MJ6UbBL5m/zwbZEPgs8O98MnIXq7KzL4wsxkB9kQfY+8+yKQHDmCx6UgJL1/bEWexAY9TRdcUNJ8SsLeKTtN2rrDVsaVeP65qNO4P7DzmvmtgbE9YA350i7GM6+XEBlV9TsjfFlxNnX0g97ift15vvpTyESllJyllNynlZVJKj5QyT0p5mpSyfdnf41oWtupABgXOf64q8J9AQqyTKMWFGgw6IqKpraJAi2kSLd6AP80UtUtEFPlpdOceYubmo+b6wKVjvdqOklr5ykqPRCuV+Kt6RDw6HPHjPxoYUTckXMPj8ZwUw7F9SfYdrQIX/B/AIVcCt24ex25HUq00BIU6+BFUNxQ2mOCkM/Mq5Pqy9looPhqGMkIKElN92OP9QRk6Po/A41J46ebWzP+sER63wFWq4CwN3GuPGz6cUVmYhQrGVoLUx40oduCYU6lGMJZGwUbaAJA6+F0Ke74P9rGXM44eT/zrWSFzSxz/xjhW3VD2tTVXs/6RkbuU4NMjN2JxJjeOMalgjPIBaZLGN+1GLa3il/RC6XWFWKbaMQ43gQ7enz24ZzlhtB3OsgdIwBY74ItSDCmmhg9wKoKC25rR5PLtCHel5XN3+XdmylSHjcVpXLr2In7q/z5JpuoHTgkK5Oi1+DmExGAKuCTksb1iFcQk+jBbK++pELDypyS+fqE52fttrJoP377XiLSWHjxuhRbt3BzeZ2bL32X33gSm1oK0l0wYGgnS3obMG33IUhCKxGTRGPfiIZKTXeToJk6Ef0ZKyN9h4NcbGuNzBH834cQ6Ghr/euPeq3ka+v8Bke8TAiG4amBv0tvvItdzQuLUx54ei6qh6y5KvFZEDUZb6oACylh71KN2425X2FG3LJK4ni3F/YWCzNIrfavflcJCB/gllNki40EPxj0uvO2t9XTNVDECmiT261yUKoZdqmA46sXf+L/hlqmE5LtdHbmiy4ZqH58iIAEolJKSPAP2JC1oAuN1C9Z+l0KrK48A0LSti9gkH57DwSMTk1Vj2IU5Ifn03YcU8+3LYDDpKAJyD5vIzTQhdcH2NXZAgBUaP2jA3FHB1Cpwcikl5vYKLeeaMGZ66WPaT/OuJRhM4NLLh/PHf0Tocwjmnd8E6Qt9/w7tyCTnYC6NW1RfQVxf/Ovnks0S4pnQswsWw7++n6oVCVYLt58+hEmt3qCVvT//SMoMYFX9uFb78ZdWT7goFGjZrg1dW3XHohhrmLyHgVp9uqShh5G4jxKxXGdDaaZAsgJjbfBeKjQ3QpVAc9L0g1h/L6qzZJUJhTYxKVhUFVXRMJt9GIWGNAp0m4I0C7wtrGi2fzAAUgtsqpFWMSFlJrXDq/Pz1HhqK3q1qJDkF7x8dg8KMsy4SxS8LoHHoXBoQwxzn26JT3YFDAgBt76zE2usH7NNAyEx2zTscX7mvdWUd+9si8epUF6HFZvk47b3tiOExOsJvD2yQhms7K8L8t7wI/0gdIH0gG8P5L3uJ+deP3suE8Q1MiKMoOtQqp841k6jXdLtqmLCvcwmi5HMPdnH9fz/CYv46JmnEWs2MXN55ELI9UXT+FhO7dCGZonxfPjXGnJKHBWPMNFqwaAqlLi9mI0GuqY1RiCwmY2c3rEtC7fuZO2hLFRF4Nd0XD4/qbF27hsznB5Nm3D6KzPxHFPirgrB19deXEEJPL7ZdFYcnc3fRz8+8RWqPlA9ZgwmiSIU0iyt8et+sr0HKH+Ru8YN4LzmN2PuZMVZ4mL5tq386N/Ffk8+qZY4lubsrvb4vjYWpFUBd/A9sNjN3H73dVg7x/DbNavZcVEm2e4iNAKJ1sYZTUh+SUM74CGhcRwWu5Vtn+wmR5O4RyZGnoJJoLjnjYEXc0rjdgDsL83h/T1LWDd1H74L3XTISeSS3qfyumMjh3P2R30PTwT6JKcza+gkhIAbln3N6qOHMCkqHs1P27hk/LqO3WCiV3I62wqz2ZSfhYYkKUNDfWUnbeMK8boFFnvNnaPJAqow89Swk+g0rJCk5h4yNts5sDaGmMQYmqZ/TWFuMd+++hTNOv3Ai0vXsHpBIw5siWXNojgKjgQM7u9zLBzaYWP0FVn0HV3I4d2xPH95B3yeQOdZXR+tZUHGJC/Nh6VyZHsOvuzgDbMOJeJLO/FkbkLASTcVIwRsfCshaJ3X7aNF5/Tjev7/hHH/ct1mPl214biew2IwcGb3jqzan4FP0xnTtQPXD+lPrMXM5QN6syUrh2K3G6vRyNWffEOp14tP09GkzoaMLD67cmKF0MbZPbvg13Wu/fRb1mdk4dU0sopLufOrn5g+fiRvTJrArXPmBcyklOgSnp4wivSEStItIQSFy+LQ24ISntb8uEE1wxWTr6ZrwpiQdR7NhSoMGBQjUkpmPfAp37z8EwaTis/rZ9j5Azn9mUE1GncUQf79LUh+dD/oIHyBZOpmXdLpP64P9lgbAxtVk0Z2TvDPNXkHuGbZ7EpJnAhhNhjp16h1xe9WMY15vOeFIdslFTXhvF8+xOGve/Fc14RUdhblNqiw9nWdBnJPzxEVv2cPv5iDpQUcdhTRIT6FZEtlBdwnu9fwvz3rkGX/GadvxpDvw9tBKSseqm3mI7nwbjuz7tPY9lvlLMFiM3PRfedQmFPEdb3uorTAgc8bUOMy24yMvWYkBUd+CjrS3g2xvHVbLCnNkrl39s34PDOo8LXVgkO/hx8J5+7wknKyelyFOsJB6oFvs8e1JWyeGY/uCx5c5GcVktSkDrOqCPGvN+5eTePZn/+oNhXSqCr4qiF6qg1xFjPFbg/NEuKJtZj4cdOOCtrfT1au57cde/l+6qWYDAa6NQ2QZl3ywRc4vJW5tz5Nx6fp3PzFPAyqSqnHw4gObWjfuBHrDmVWtNuv6/h1nWnzFrHsrqksu2sqK/YdRNMl/Vs3J6YKkVl5xd6fy38iqcWJN+4KBjrGjQi7rjCjlHlvLyRzdzaqQWH53NV43V68Zd/n0q9X8HXbQ9DLFnb/cvjaW8me1RHLimJiPs3GeNTPgS2HuLrL7bz+9wyS0yL7KHontaBnUnP+ztsfzSUyrfuZGCOIWrePT+GmroN5YeMS/HU0zvf3Op2OCY15YeMSvty7nvrriMG+ktAktRYxibQ4xkWT6SjiqXW/4KmSfuVPMmLI92EwapgsekSye6dOAuTFzH5kDh6XF6PJwIX3nM2Fd43nnbtnU1LgqNDTBfA4fcyf9Wu1PF6uUjfdh3YmKS2RrL3Z1ZK1RYKdX8bT9TLPCTXufg9seieOze/H0WlSCdYUHUdmlSpVj4/7x0zn88PvolaTw19f/OuN+8H8wmoDqgJIjY0hozA66TAAo6LwwnljGdimBduP5HLZh3OC+Ny9mkZ2SSkLt+1mXPdOFcvXHcoKdzgOFhRV/PurdVsQgrCdjhCCNQcPM6RdK4Z3aAPAkp17eeP3FRz5fRf2n/ehHXWQ3DQRY1M3iaGDyeMOHT+5nt2kWbsELd/w+xYeOuvpgI6qVwv74XpcXhxtI6vAkhYF17B4dJtC8tOH8Dl9FHiLeO/eT7hv9s0V22Xty2b32n00btGIDn3bBpWqF3qd7CmJPvgcY4w8QJpstpdxtNQNh0oLGJjaiqs79ee7A5vQtOAjqQjMqgFnhNqzBgT9G7eIaNtFh3eGLCs8O5XGr+/nmuf2BrE61ARdL+Gcm8cy/obRlOSXEpsYU2G0Vi1YH2TYy6EIQVqrxmTtC30+MYl21i3exHO/PsKMS19ly/IdSF1HryW9VVGVoI7AaDLQo+fJ9G/chb9yHo7sYhoABjO0Ge9k/esJbPs0NlBAdQzKBYZ6ndrtuLThXx9QTbRZw6oXAXRIbcRVp/StU7DVr+ukJ8RhUBQ2HT4SVlbN6fWx5kCwWnwkKlB+Xa92NuHx+TFXae9367dy21c/snvxVkxfbkU7GqjmyMssIHe9j/2fmusaL6wXluXMDPotpeTZKa/jdngqWDqrHYBGE4AUAk+vGHRL4FXV/Bp/zV0d+Lem8czlr3N119t5/qo3uWvEo1zf+x4Kcys70pe3/UqBN3pqgE2Fh2vfqAynp7fHH40u7DGYtmY+y47so3VsMg/0PD0QQtEl5h2l2FYX0Ukk4o5CVFwHzmvds9r1u9buZdHHv7P9712Ee0jOvvHYbrbRuns1lUNhoPkCbjZVVUlIiQ8ajSY1SQi7j9/n57oXJmOxWzAYg9+JI/tyePTc55j9yBxe+O0x5mS+xyf73uKT/W8iakhx7TKwAyaLEVucFYvdTLuTWnPrW9fSKnYkygkey8qy/kxzK+ED04IQofKGxL/euCfbbZzSpkXYmGKpx8uoLu3DGubaEG8106ZRgA86LT4WNUyRisWg0jwxWHzigt7dg4xztNCkpHeZYLYuJc8u+gO3z0/84oMovuA3RPNr7P3Q8o8Y91J/sEBCzsGjFOVGOEPSo2+wP7XS92Q0B+7v3DcWsPSrv/C6fTiLXbgdHg5sPcQzk1+r2Pbnw1vQ6+Dm6JfcuvaNyhBvsjKmWefaN6wGfil5duOvAPyUsQ1Tlofmt24lbcZeGr95AMdlv2H7LXJJxcD1hl6zy+HmjuEPc/vQh3ntxpncfdpjLL3p+5BtBZKnpv4V5VVUr8dzwZ3jMZhCO/SktAQGTejPuxufZ8Qlg0OMttvhYckXy9i2chdxyQE/fGqLFM6+KTTWA5DWNpUXf3+cd9Y/z12zbuClP57g1b+eIibBjhAKcaY2UV5T3eFzCnZ8UbVwKdRC+Tx+ug+p+3tTG/71xh3g4n49w7LGFThdrDuUSaI9+vL3c3pVakAObteKWIsZ5ZhzqIrCOb2CXRN3nDaIwW1bYjaoxJhNGFUlZL+aYFbVioyYQqerguXSUBi+h/cVi4oRwolEC3vvoN9mm6lWv6gQYLaaSFWjZMQzCkovCASjjRYjo6YMB+D7NxaGyJf5fRrrf9tCaaEDXeo4tOgDnfFGKwNSKo27x+Vh3+aDIbJtVTEgtSXmelSW7SvJJ9dVytrcQzR+Zg+GPB+KW0dx6fibmHGcEl3g7dt9oQIlM+/7hO0rd+NxenCVunE7PGQu3Uu/zUbMigGTomJUFE5OOEKyydlgVNId+rYJO3LNP1LEvk0HSGudStserUNG7wAep5cVP6wOWnbNjEvpM7JHoMMoa6PZZuLKJychhKBZh6YMOW8A7U4K7qDNIqFhLqgW6BocWWlm26c1F7d1OaUDMQnHj9r1X+9zB9idm4+qiBB/nNPrY/2hLAoc0U/Lt2VW+gH3rd/PBaVxfCd8HBE+FEWQFh/Lc+eeQZI9ODBoMhh446LxHCooZN/RAlolJ3Dblz+yMycvSPZPVQQCEbTMqCiM7xnoLLxuL19P/5aU11eAX0caFEQYJjlTkqx3QFXqBAkq1BZAUzEyKOXqoGUJKfF07N+erct3BBl5k8VIq+4tcBW7aNahKRc/eC6ZzTVu+fvzyMfTQuDuEwtd42hja8ypkwah6zqOovDyeUIRuJ0eNniz6pQlennbgRzZl8OsBz5j5Q+r8bh8GEyBT2XAuD7c8+FNWGzBPvmzmndh+rpFdThbAM3s8ZT4PFgOulEL/YgqNyf/vCZIY3TjsG/2b2Ryh34Vv6WULHj/txDpOZ/HT+6zq1mQ8yY/H96BJiWjkn7AGG0AUzSqdtVfc1djMBnQ/MHvr9/r57fPl9G6e0ssdjOqQcXnOSbeYFSxxgTnppssJh75+i6u7nYH+VkF+H0aHqeXF656i8M7s7jkofPDtsMro4+9RQupw9qX4tn0bu1ykj53/SUIa8J/wrg3jY/FpKohfmyL0UB6QhzJMTYyi6Ir992QGfCzv3bTTH7+aAk+jx+jQSXdZmTqq1dw9sXDalRRaZ6YQPPEBABmXXYed38zn5X7M1CEIMlm5aEzTuWtP1ay92g+EolA0C4liXtHDQXg4bOfYdPSbShlL0D5RLvqGVUrdLzFVbcRlqSCk2X3e2aM8TrNJvhQDOA/FEevk/tiUMy0ix3G9qKf2V36J1LqNLV2ZUzTBzCroSOOB/93G3ePeDSgbytA82kMOW8Ad394I6paOSrrBBgVNWLVIABMAl+/OPZ9foDbh0xDShliCMqRnJZIcloiW3dtiTqDxSAU0rUYbjjlXhyFjgqXV7lRXPnDGl685m0e+PTWoP1iTRYubN2L2btXH3vIWiGAO7sPp2VMImYXyGPsuLeNLWoqhU0FR8hwFNLMnoDP6+Ohs2ZU6NkeC79Po5k9nqs7BQSkS4t/x1Ua5UXIfHS9EEVJCFrsKnUx7+2fQ8TsIdDhaGXf7OBz+/Pm7R+EbKNrOo5iJ4W5RSSkVBrM+bN+pSi3OEhm0+3w8NlT3zDu+tHEJYeOmu3GJhR4t0d5YeVQSTC2wy+deLUSDIoZRZjw6w48eiGyLOYiFGg92kv2ai9HNxqxxlpwFftCZrWqQSG5aSLZB3JJbXl8qlT/E8Z9RMc2WI1GXD5/UOaMUVE5s1tHWiYlcOUn30R1TF3C+t82s2j27xVTf13TweNj5rXvMXLcydjjak7nK0eizcrMS8+l0OXG5fXRJC6GzKIS+rduhsmgkhJj59SkVNqY7AiPn93bDrN52Xa8VXp2QeCj161GFJefxunJDLm7JZ7Tf43qusphVGzseMXCnjk6eln137ZnA4VCt7x5DSPTh1Vs2yomrNBLCBo1TeL9ba+w+c/t5Gbk0bFfW9LbpYXdNmrKCAHezFKMNYx2hBCYbSbuev8GhBAodRi3+6XOku/+wu1wh41leN0+/vxmJY4iB/b44A5ueNN2dTLul7bry2npHQCYdtH5vPjkE0HrE77IIv/ydPSY6D7XhRk7uKpjf354+2e2LK/eqKW1acxdpz5KXKNYJtx0Bp0HnoKL16rdPjwUvJ7fsVjPRtM0Fsz6lR/eWUTGzkw87vCdisliZOj5AwGIS45l2hd3MP2ilxBC4HZ4kFKiazrfvPwTc19fyAtLHqtwtaz4YQ2eMJ2V0Wxg+9+7OfmM0DoIGWWtA0D7uAvonnwVZiWh2sFckXc/Dl8mqrBiN6YR064JN1ept3h4wjOs+XlD0Pes+XVWzl/Lyh/X0rpHSx79+i4apTcsmdh/wribDAZeGzOS27/8kRx8KIpC84Q4emwu5aKkK/AaFbi9T1SjH7+m8etnS3E7QkccikFl9cINDLtgYLX7Hyoo5LUlf7FyXwaNYmxcO/hkRndpT4LVwrpDmVz18Tf4dA2fpqP4dX7xbKXVZzsQBW4GjOsb9kUSOpw2YQD3f3xLoI26lzd3/lbHrGidi6+7kme+/RSpSrxuL2ariT4jezDi4sF1OiIEMiDa9W5da6CodUwjdkWZoijctYzCBby5+hn8Po3nr3yDdRt2EtfSQ8k5jZBxkb/qvydnE++t3hAIRVCcVxpi3Ic0aUOKxU6uO/IsE4A4U8DFo+s6hXN2YtAV9Co52bHLC7BtKyXjmY5RGfjDjkIAFrz/W0hsouq1HM3IJ3N3oABo9cINTLw3iTFXRXUJgBepB7KUnp3yOsu+WxV2tF4ORVUYf8MYOvZtW7Gs/5l9mJP1HtMnvsTqRRuQZST9XpcXL/DM5Nd4b9OLACSnJyEUgTwmOK9pkviUuLDndGvVB32rg9XQCItac7wj3tSKeFOratc/9PntvH3nRyz8cAk+t7di0OB1Boz9rjV7uHf0dGZuerFBNVX/E8Z987LtPDxmOlafRhODwGQ3IQvdbCQw5fQ0rd3/dSw0KSv80MeO4AQ1+6QzCos4951PcXh96FKSXVLKfd8t4FBBIVcP6scD3/+M01fZi+sGBQRk9U0hee4e/pobXuDbZDHSqkulYr0m/XUqzBAI7IZkBg0czaf7B/H7F8spziul14hudBnYoU4vWGmhg5envsOy71YhdZ2WXZtz58zr6dCnbdjtnzhpPBf9MTPsuurgT6s591wIweHdR5g+8SV8nsBU2L4J1INuCh5qGTGBmS9RQVEEejVZPV63l8Qmoe+UIgQfDbuYsQvfi+g85dhfEjA6sx+bw1cvzEM/xjctJCglfuIW5lJ4XviZUDgsyNjOtJNGVZstJhSBwWgIGlF6nB4+fiyTUyeBObKJaQV83lXkHDiVZd/+HXZUXRVN26Zy7bOXhSy32C3s37y77B4EP6/Du7MoyCkisXE8E246g6Vf/RXUaSmqQkp6Eh36hM+KSbH2pMCzA53Ifd0uf/35X0wWE7e8cQ3DJ57CXSMeCzEouibJPXiUnWv2BnV29cW/PltGSslzl79Rll/tR3X60HIdaD6twh+nFnnqxL+yq28yZluoQdE0jb6je4XdR5eSJ+f/VmHYy+Hy+Xn1t79YtG0XGYVFoTuqCu4OgdRLr9uHoioh2QMGk4ExV51W8XtH8S9RX5OCgQRTOhOaz0AIQVxSLOOuH80lD51H11M61smwSym5b/R0ln23Cr/Xj+bX2bvhAHed+ii5GXlh9+me2Ix2MdUH4UJPAuqRmg1G805NeePm9/E4PRU+Tt2mUnhX86iYKTvGNcFoqT5KbTQZWf/rlrDrNuVnoUb5ssUYTfi8Pr5+8YdqR9iKT2JbF13cqNjrYW9JHqOmDMdsDS0cM5oMIQFWAINRZ+uK8KPfmuD1LGXL8p213muDUaXfGSchpcTt+JKC3PEcPTKA3Mz2HM1qwUvLF/LOxlVc+/wuug0tQDWWUwZT8U107NuWW9+6FmuMBVucFbPNTMsuzZix8KFq3+FOCZOI1uTpevT1C2sXb+K2IQ9xYdrV3DdmOjtWBWoAPp3+dchMowIC8rOin1nUhH/9yL0gu7BaA1IOY767TvTNK/JymHDdMFa9tQTdr6GUFWbc9/Et2GID6ZUr9h3ihV+WsudoPsl2G0UuNyVuT1hXiVfTuHnOD9WeT1QJDjVu3ojmndJZ+eMapJS07dWaO2deT2LjyhFjoTcz3GFqhI7Gxa3ew9CAnAW71+3jwNZDIVWIfq+feW8t5MonLw7ZR0rJ7tLIc7cRAmNO+BGXalAxmg1c++xkHjnn2aB1riHx1crjVYfHBk6g+OsBPH7+82HdcgajSmlheNeLR9eipg8o8XooyS+tMZVUAlpidM9MlzqKEIy/cQx/zV3NrrV7cZW6sdjNKKpC11M6snrhhpCRvZSCmITojZoi4khOS0BVqzegiiKwxFi44K5x5OeMQNdCK2SFgNgkP8Mm5jJsYi5+n+Dt29rjKBpKbGJlGu3Iy4Yx7IKB7F6/n5gEOy061UzE5dWK0YkuNfaA4xf6c3/E2y/9ZiXPTH61opNe8/MGNv+5nWd+nsahHdV/rz6Pn04nt4uqbbXhX2/cTRZTrUVKviRLnUbubp+fOXEOxL39aCesnBvflPEXDa0wsCv2HWTqZ99X0BI4vWFG5BFCeDViVgV4r41mA6dM6MdVT12C1+ND82tY7aFUpW1iBrKu4KsozyQ56FhNm9jq4wXRInNPNkqYIi+f18+BrRnVtCI6Ayh0kAnBxk0ogrikGIZfNIhzbz2T5KaJIYNG55D4gIhHhDAgyHIVMXx0L+7+4Eaevfz1kNG05tfodWrXsPsfcUb/DqTaYolvFAdGpVqOLGkWFI2NLqsi0WyjVUwSQghufvNq5r6+gKOH8+l5alfGXHEqB7YdZuMfW0OuT0po2yvadBnQtHHkHsor4z4Kz+KY2CSB5399FHv81ziKQw17VZQ/S6NJMvXlnbx7Zzsmt7uJfmN6cfGD55GclojJYqLLgA4RtW9zwftEK7Hnl5HfByklb9/+Ycj99Dg9vHv3bNr0bMXRjLyw92X89aNJTE2Iqm21oV5uGSFEghDiKyHEdiHENiHEQCFEkhBikRBiV9nf40d7BsQk2OkxtEsI+Y5QBEoZxas/NnqZt3LoUqJJyU7dyeuF+yitIun33KKlQXwzUUHKwP9eDXwalp35xP6VidFkIK5RHOffMQ4Ak9kY1rADpNt61OHEApdWWLc2V4M2PVrg94fJwbea6FzNh6cIBUMUr59UJAVXp6IlVo5HpC5xFDmZ+sIUmrZtgtlqZvC5AyoqWLUEA/42lqievR/JpoIA9cCgCSfTsV87zLZKl4bFbuaCu8dXm9nwya61EZ8LAmOOc1p1RzWoWC5tH6LRKgHdKMi7NB135+iKv0aVZeC8dceH3NTvPhZ88Bvrft3EBw99zraVu+kyoANTX7wc0zEuKM2n4PdFR4MvJWTteZd37p6Nq9RdrQktLXSy/rctuB2fRHUtBiN0GrCarL3Z/PjeL0ztdRcFOaEdqZSyWldKvrsuaZCi4rjbVu7i7/nrKCkIb/DdTg95WeFVRfds2M+URy8MdfcJGHLeAKa+OKUObasZ9fW5vwIskFJ2AnoC24D7gMVSyvbA4rLfxxX3fXwzzTqmYY2xYI21YrKaGDThZEZfcSoWuxlbvqfOgg3lkAToDC6e+CSLP1sKwJ6j9ZCHFWXRWkUQ//MBGn29CwVo3bMl765/PjCSK0POwVx++3wZ637dhFalkCnPs69Op25q6173dodB847p9B3VE1MVv66iCKx2C2OvOa3a/XolN4/8JEKgxxsovqxx0GJdl0HujNvfuZbuQ7tgsprwdLURLeWLVTXSxBqYme1auxdnsQuP04uiKqS3b8K0OXdy+WMXhd1XSkmxPzquEFUI/sreH/j3Oa04enkzfCkmdKPA09zC0SvSOTCzOyWnRxGfKMOiw7tY9+tmfnrvFzwuLz6PD7fDg8fp4fHzn8fj8nDWtSP5KmcW7fu0CYrxZO+zoPki7xSFgCZtnPh9ZcUT1XxuHqeH+bMWR53hJQS06RGIOWg+DUeRk29ernRxuhxuXp76DmfFXMoY00XcMexh9m85FOVZguEtFayansru9fuY0v5m7h35OE9OeomL0q9lzvNzQ7Y3W01B30BVJDVJwBprDdR7VLmtBqOBc287s0GzZMpRZ+MuhIgDhgKzAKSUXillIXA28FHZZh8BE+rXxNqRmJrAextf5OkFD3Hb29fyzvrneeSru7jj3euZV/IJ8wtmc1LzprUfqBZIk4o73sQLV71F7uE80uIaQDvToFA6MJABISUc2ZtTUYAhpeSNW9/n8k638sLVbzFt/DNc1uZGMvcE3Dd+6UUQXcl7gjGdRFOz2jeMEg99cTsT751AUloCtjgrQ84fyJurZxCXVP096p4QpViBKnCdUpXTHjr2a4fJUvlBWWOsPLNwGi+ueZKSc5PBFN1HY1BUxqZ3I2NXFnef9hi71wU6UF3Tyc3IZ8EH1dcVeLXoZ3F+Kfluf4Aq4JxW3dFOa8KhV7uwf3ZPDj/biZJRKcg6ygTq6CyavSRs3EAognWLNwOBe/b8r48y8Ox+GE0GFBU+erg1qvH4kBZJXcdsmxT1foYqg16f18/aRRsrfk8bP4OfZ/+O1+VF6pLNf27j1kEPklclSOmMMPNFlhX4LZzSmK3/M3HLwAc4sj8HV6kbZ7ELr9vH7EfnsP63zUH7KYrCubeeGZKEYbGZGXHxEO4Y9nCAKKzKbfV7/Tx+/vNR3IXIUZ+RexsgF/hACLFOCDFTCGEHUqWUWQBlfxuH21kIca0QYrUQYnVubm49mlFxPLqe0pERkwbTrH1lupim60z97Ht2ZEcRvKvuHB4NY64Tn8fH5DY30uXPXCyRcqLWAC2x0u1SNZr+x5d/8dN7v+Bz+/A4AyOu3EN53Dc6UOTS2NIeg4hOuzPO0KTe7Q0Ho8nI5Icv4IvD7/F94Wwe+vx2GrdIoSC7kA8f/px7Tn+M12+ZxeHdlZTIi7O2RX8ik0ASGCXZ4+3cOXNq2M0+cW1Aa2OL2h13c8fh2I1mvnphbkgmidflZeUPa4IC+FJKFn38O9f3uYeJba5HKYy+pNxT1imc17onXRObYC0LdhsVFYtq4JJ2vWvavVpc0q4Pmj/81EXX9aAZjy3WysNz7uT5JY9hMBo56/rw1NU1QeqgazXfb7PNxKjLT8Xn/jPq4xvNle0VAlJbBUzLvk0H2L5yV1A5v5SBIOUP7/xcsSyaFMi9P9o4usmM7gsc59gsF4/Tw/dvLAjZ77JHLmD8DaMxW02YbWassRa6Du7E/2Z8S8GRwrDnKsguYtHs3yNuW6Soj2UyAL2Bt6SUJwEOonDBSCnflVL2lVL2TUk5fiKxv+7Yy5qDh4PyyiNG1eep6SgeP9YtgQ/b79PYMW89Qzc4SbJZUesxrVJLysjBTAaGVimM+vrlH4JykMuRtTeHXev2oQiVM9IfjOpcGa4N5Lr31rmt0SBrXzZXdb2dOc/NZd2vm/nh7UVMPeluNi/bzlFXCQeddUn9Egy/agiTH5vIR7teo2WXUNeOJnXmHaqbMte8w4FR9I7Ve8IaRqPZyOFdlYbvnTs/4tUb3mP3un04MopI+PYIwhNh7YFPx7K5hII1mTjcbpZ8uhT/xUtIemkPCYvz6b3Pwo+nX8UtXYdGfR1xRjPXdx7EaRcPxmIPHQC4Sz188ex3IX7rjUu2oPl1WnZx1ClM1bJL9emaJquJTie3Z+w1w/D7/oj62P4qQtOqQWX0FcOBgNh0OMELn8dXMfMCEFGYu8CYreaZSzgiOVVVufbZy/j66Pu8uepp0lqnsnbRRvRqOtlyfPXSvIjbFinqY9wzgAwp5cqy318RMPbZQog0gLK/0SslNCB+3rarboYdymr+JegSy84CGs/chFLlIXlcXvbM38QvU6ew9K5rsdRFUUXTiVtyCGushSatUrjyqcrpau6h6lM8V/4Y0IttHdMfqxqPJw88hbWHFnT8ZDjXR9/OOuC9ez/BUeioGAFrfg23w8NL177Nx3tW1O2gAm5941ouvGt8WP4QgJ3F2XXWMtpfepT57y9m74b9Ydd73T6adQy4+PKPFDD3rZ+D3B7xi/KwryiEWkQlrOuKaXXdZlJf3Ef8Mzu5IOUqXr7uHYpzSzCvyCdp5kEKpq3g9XNfR3XqGKOcIb7Q/2wUITh5bG8GndM/JGgKgQ5s2ring5aZrCZUg8KR/dELSQsFGjWrJtVQQJ/Te/Dc4kdQDSVEm7UiJeRnBauRTZ/4MpuXbadll2ZBHDPlMFmMQUV05mN4b6qDENBqjJN251afKWO2mRhybv/q11vNLPhgCQe3H46Icrwwu+6ZdtWhzsZdSnkEOCSE6Fi26DRgKzAXKA/9TgG+r1cL64kYsykqyt0QCAG6JGXODgwloS+uoioU5Raz/2hBnWK2E5KbMfWsodz9/o28t+nFIB9103bVu1CMpsDHmn0glyUTTSw+LYE/JsRG9M1Y1egrduuCtYs2hq3yPLQjk7l1HFlD7SpJRqFiqKO7LB4Lr9/8fljFnwAXygAaNQ0Um+1etx+j+Zj0TAmN3z6EaUcNKXQendSX96G4dFRXgNbX5/CGEKH5fRoblmzhshZTGZsT1rtZLe7+OxDwE0Jw70c30fWUjiHbaD6N/VsOcXB7pTDJ0AsGgoCvX2iBxxl8DyN5vxW1mo0kxKfEIoTA614a+YVUwc7Vld+G5tdxO9w8dfHLtOjcjO5DOgd1YEIITBYTZ00dVbEs3R75DMhog25Xh5+FmG0mmrRODSooDIdFs38Pq0B1LISAHsO61LpdtKivw/hm4FMhxEagF/AUMAMYKYTYBYws+/2P4byTumFS6zCirgJhUEjvkh42V15RFayNY7l89td4wlDy1oR4s4kZt05kymMTGXLeAAzHqDide9tZYaPoiqKwY/Vu1izawC2DH0BNcdL5HieDPiuNKJ+/bewpUbWzrigv9DoWviZGcjzR51GXY03egaDfu9ft46lLXuaCtKuZkHQ5b5/7JnFRxiLKYT+qh5T/l6PXqd246/0bKn4nN01ED/PMdQX8LWvQEDAJnF0iT2v0OL3svO83UoyR8wEUet0cLA24vYQQ1dIBqAYDRzPzWLVwPd+9Np/DO7O47Z2h7F4bw7t3teHoYROaHzRf7eELzSfYuyH8bMpiNzP0gsB75yh5JuLrKIeuwbJvQ923xXmlHN6VxWPf3s1Z143CFmdFNar0GdWT11Y8FVT01zr2jKjOGZMWRhpQVbj8iYt4feXT1aYoZ+3N5oZ+91IYJlUz3PGssVYufyJ8BlZ9UK8iJinleiAcZWDNXdoJRLemqdxx+iCeWfhHgC+mDjAbDDz46W3cMXgaHmclW6DZZuaK6Rfx+579eKM07ADd0mvmCRk4rg/dBndi28pdQSMAXddZ+tUKVsxfwYCPi7A31zHYa+dhB0gwpGNUohcvqQvG3ziG9x/8LDQY1dUOfj1QtFMHXLV8Ng/1GMv5Lfsw57nv+XDa50HT8g2/boH9Fni+TXQBVSnJlCXEhakUNZqN9BnZM6gDbtuzFc06NGXf5oNoVd0CBoFe07UJQc7dbRDP7MG+MbJOTlEEt7m7Mk1dHZmylCa5+NJHmNKxH1Mem0ifUT3ZtW5fCIe4z+vjlevepSCnCM2noRpU+ow288aa1WxYksDO1TH0HF6IPb5mn7GUsOPvWHIPhRo8i93MwPH96DsqIP0n9bolUKS1cZO9P/jdlVKiGlXMVjPXv3Q51790ebX7J1ujGx0bbBDb0kfJgSozgrLCuWP5/Muh+TXuGPZwUJZOOKS2SsFoMtJtcEcufvA80lqnRtW2SPCv55aJBJP79+aXW68ixhR9yb0CXD2oL+17tuKVZdM5+cw+xKfE0aZnS+796CYm3DSWzKK6iQDcOPTkms+tKDyzaBrXv3g5bXu1ChnFt7nKSUzrgGGHyOxYoT8Dp6+wTu2tCS6Hm4Uf/sYnT3zF6p83oOs6F9w5LojHvRxKkR9RD/Uov9R5etMCXvz9R2Y/Oiesv1UU+CE7ilJzXaIe8WK/emvY1UIEhDqOxVPzH6T74M4YzQYsdjNanIGcW1tBbemLArLvaoOMsO+RUnI492jEkoFCk/hKPHz32nwenvAsE246g7ikmArREQgY3bTWqWQfOIqrxI3X7cNV6ubvH0uxxWmccnYep5ydX6thh7K01P7FnDk1uCJZMShcMX0S939yS5X3N3o3qWqAa1/YjaiiYiKEIK1NasSGURUmEoxRlPhL8BQEP0fNp/HRo3Oq9aOvWrAeZ7Greg4ZoF3vNnyy900+2P4Kd8684bgYdvgP0A8ci5yDuRzefYTmHZsGVRGmxccSb7VQ6o0uuCoJZF8AtOnRkulzQxOC1mdEnzYGMHfTDnq3DM4537F6DxuXbCE+JY7B5/bHFmtl/A2jsdjNvHbzLNxVBHXTz/Kh1sH7sK14IX2SJ4Zdp2kam/7YRnFeCd0GdyKpSe0Fxge2HuL2oQ/j8/rxODxY7GZadWvOc4sfoUO/tmxdviNoe8vaUoRPIusxgfDofr7+ajEJYb4h10kxFNzXHIwisumMlAiXTtJzGSiaDBhcAcjASM1kMXLh3WfTtG1oDCSxcTzPLX6EguxC8vKKGb1hdmTU0kKAARx94ohZXYzFbqbPyJ7kZRWwfeWukM1zh8bxZupeIjWMUoB9dRFet8bmP7eRl5nP2+ueY85zc1n54xriG8Vx7m1nMn3iSyEKSV63H80HhvD1ONXCYIQzr83ix7cr32mp6excu5dXrn+X3/63DLPdw2t/ewnDVlErYuJ10jtIcg6YMRhVTFYTj3x1Jx6Pj6JCJ0nJMRhqSWrolnwNfx65N6LzHd1iRPOE3u/ioyWs+3UzvU8LLQbMy8wPKjQMhwNbD5GXVUBy2nEt3v/vGHev28tTF7/CqgXrMJqNeN0+hl0wkLvev6EiTSqrODpWPQgY97f++JvNh3MQAsZ07cBZ3TtV+PELnC7+2LW/Tm3+ev1mHjlzBEIINE3jqUmvsPKntWh+P0aTkTdv/YBnFk0rK9QxhtioOmgPlCH8l3Vox2HuGfk4jqKAupPP4+eCu8dzxeM1+wOnX/QypQWlFe4qV6mbPev3M+e5uVz55CQePPOpIL4Ni8nEGG8rfqJ+FYRYlBBb529koODBFqBGNzoUeT4MB8o6ThkImvU+vQdpbVI57ZIh1VIXlyMxNYGPczdGqZgkiD2rDf3TVM648jQGjg94OF+46k1+//IvPE4PQlHIm5BCwXlNonIxCY+GWhJ4QRRVYe/Gg5zWvSXXPntZBdWu5teqGYEKtixPoufw6CuwVVPwlExK+PuHNbjKWFvNdk+dtVkVg+Sh/z3E5mXZJDdNpO+YXnz43h/M+/ZjhBCoqsLkq4Zy3kXhs1ik1NmcHzkd8/75FjRP6Lfi9/nZu2F/WOPeqX/7Wo+rGlQcRc7jbtz/M26Z9+75mFUL1uF1+3AUBQqNln69gk+nVxJr1TBTqhVL9+znj937eeKn35j84ZcVPvZVBzLqnHbn0/QKWuBfP/2Tv+evxeP04PdquErdOIqdPHTW08x68DNWL9wQEnk/+I2pTga+W0JoYMmneXhg7FPkHc7HVeLCWezC5/HxzUs/8Pf8ddUe62hmPod3ZYVkUnjdPhbN/p2ew7ry+Pf30bpbCxRVwRZrZfjEU2jUM3Je8urg6heLOMaY5j3aKvq3Wgj0pmYcZyQFLR5wZh+uf/HyCsNenF/CT+/9wpcvzGPf5oMhh4k6pCNgzIRBPPTNXaxo7WDA969w0rcvkHF1U+78+lbaXnwSeec3idqwA0h7MAdPevvQWYdqUOkxrEvIPVQNKgVHIlPfCjqnhJg4SZ9RlSm8RosRj9tX8e7a4urmj9N12Lo8HkexmbNvHMPgc/rz6YfL+OG7NXg9fjxuH06Hhw/eXcIvC0LFwQFWH/iAHcsP486P7F52meLAGBv6UI1mA2ltgl0pmvSS6ViBpV0G/c7qGpYqvBwmizHs82ho/CdG7lJK5s/6NaTgx+PyMvfNhUx+NOCCMKtq1Bktx8Ll87EjO5eFW3Yyrkdn4i3R5wNXhVo2P50/a3HYMvHC3GK+fO57NL8eGL0rASk5qUv2fSRpdpaPmHZaxN9+17gzcWvFOP0FxBvT2VnyGyuPzubAhiPkZscij3ECux0evn1jHo2H+LEqcaTaQlPqakN6uyYU5BRhshhxlrj4fc5yvPOWI2a0RCbXnXp4RJuuXPjFOB47/3m8fj/+Jia0FGPdSOIMAueoRGJ+LB+tCtr1bl2xes2iDTxyznNIXUfz63z48OeMvuJUbn7tqgpf8pQOfXl1a3Rpfl/sXc/G/Ez+PnqoolL1p4xtLDPuwzFexaNHlwJZgfJUTgGN0pPpUI0IxO3vXMctAx/E4/LgdniwxFiISbAz/KL+wM9h96kOosyddfvMHTwwuic5B5Jo2bU5ezdWZjf1PLUw6ksJVJsKXru+HR1P/gY1MZZ3X/uFrZsPh2zrcfv49MOlnD6me5X9JR8//iWfzZgPIpmxn2VjSardPWtrrNN+govM5SbanlOCOUEn43cr+dv8HOk6ne0FF6MqJjTpZVP+uxWde6cnNbqcdxY/PXyIrH1HApW7fomiKhjNBu587/qwsaiGxn/CuOu6jrcanUZniavi35f278Ws5WvqfT6Xz8+i7bsZ16Mz/Vqml7tno0ZVE1QTl3d5paTX7cNsMzPy0mF0PLkdPYZ1ZdHuN8iXyyKOUW0p/omtxfNRhIoutQphX7/TgFDCk97vObKW7zP+KGuzwpimD9AhbjgQ0E1Nb5/GgS0Hg0auJouRkZMDOqyvXP8exUeLK3Le3Q4PuCBhVhYF97SIrOHHQAD3dBtNqjWOL7Nncf+rM1nu2B+1O6YqynnfTVYT3QZ1rBixe91eHj33uSDZOM2vsWDWYgaO60u/MuGWBLMNFREVn/tRj4Nl2fuC+M00KSn0uqLlPAuBr5ER41Efh3dnMaX9zTw9/0GadQjmWGratgmz97zOr5/9yYGth2h3UmuGTzwFo9lL3pGH6nReIeDRuVt46copJKcncWDrIXxlt06tLg++luMpCghVsv9APvfe+iked/UzgNycYPfrH1+t4ItnvivznwuUCO2qEND33qOBAIYiUY3Q/jxHINAqYG3eS9Xuq530NSPnyQD5qwb75iVg2jaG8289h7Y9W0XWgHriP+GWUVWVtr1ah13XdVCnin9PHVJ9RVk0UIQgwRqIBm7LzqVdSt2EbZvEVhEemDysxqlcOTxOD5l7sxl9+amktW5MUfO/ia5eRyLR0aSvwrADJHT303qyhzZXuLE2rZzdKBZJ0zFVODvQmZ85nWxXJRf3Q5/fRkxSDJYYC0IIrDEW2vZqxYV3j0fXddYs2hBazKSDaVN0WqPH4szFr7GlMBN7nI0bb74Q74D4uht3v459VSkpzZO56N4JPF4lcL528UbcYfRAfR4/377yY9CyNFv0CkbhjHh9DbvwSrT4wKxI6pLs/bncO+qJsHS4tlgrZ103khtfuZLRl5+K2WpGUWJB1G3WIASYLX7siX/w5zcrA6yaZa6f1QuS6jYSIpA9pqWl1GjYgRCxkC+e+S6gbmaUDJ5xlIR2vohdaKoJVHPAsAMoKigRDYkDJxAisH3bcwpp/eBc2vRoGdmJGwD/iZE7wBXTL2LauBlBRsRsM3FDlbxXiUSh/h+OSVUZ36MTF7z3GZsy666xaDUbcfl8WI1GRl9xKku/WcnW5TtwlboxmFT81Yg0l0umSSmjIkOqCaoZOtzgRvdDx5tdbH7SSuZPZuwtNVqcH2rYfsl6nkvavAtAyy7N+XT/Wyz9agW5h/Lo1L8dJ53WHUVRkFIG9EjDXIreKMp0jCqQgEvzMemPmfRv1Iq/j+6PWgEpCAYF/dymfPZ+qOrO3g0HqzVIGVV4Zkq8brLd0QftjwtUgSmjMrNKSklJQSnbVuwKW60aDvbYu3EU313nJgyakMOKuYHCI4NZoLslpYVGXKUCa6yM2HsmJeRlmfC4YlBUA9SiG+x0eND8OqohYORzMwKkgf3uKaD1WCdVRcgiSaZqKPilk/2lC2kdO+aEnO8/MXKXUvLOXbPDPCVBTBVZrjiLhWZJ9S+9b5EUz9TPvq+XYQfIKCjixcXLgACv89PzH+TRb+9h0gPncPWMS4lvFFrtZ7aaGHvN6UBAMq8hIZSykYoFuj/soscTDgZ9XoIaJqyQ7w0OKFrtFkZNGc4lD51Hn5E9K5SZhBAMPrd/iB6s0WRg2KmheePRQpM6y3P34pf17bKh1OnkmSmvhYgxNG5RPZd6fErlSD3bXYK/DpqbDQ5dkjgnC8UT3BYhBCX5kVcGW+31q5r0lmWa2BN8SF1DKPD4vI1RGfZy5B6y8OjXd5PeLKnWbVVFVASJpZS06JSOUCUdLizFcMy7fKIMezkyHdGzYdYV/wnjvmXZdnIP5YX4rXVN48f3gkWknzsnuhLkcNiZk0epNzotxnDwajrfra8smhFC0Pu07lw5/WLOu+0snvzpQWIS7JislUMNn8/Pe/d+zJH9OajCQKyhjgG3WqAYIX2sD7WawbWOn22H/4yIFOmm164irW0TrLEWjGYj1hgLzTulc8OMyxq41fWEhCVfLOfOUx8Juq7ep3dHMYR+KoqqcGZZRwvw3rYV9Zk7NBhMuxzEzw+tAvV7/XQdFHlAXNezqJM+ZRkaNfOQ0NhL79PzMZp1ep1aQEqz6FMhNT98/lQLXrt5Fh0SjJhMNTjNdZ2unZqgKIJVC9Yxue1NbFq2HdUiUeo+UWww2AzHp2ApHP4Txv3I/vDlzD6Pn4xjRGl7NkurG3vjcUJNAg8d+7ZlxsKHgkisdL/OoW2BfHQpJcNSbzwRzQyLn3Ie5eJW1/HXvNU1bhffKI6Zm19k2pw7ueaZS3n023t4a+2zNG6UhK0BhbrrDY/E7/VzZG8OG5ZsqVic1CSRi+47p8IdBoGZR6tuzRlx8ZCKZT8eqgM//XGAt5UVX4qpws8NAaqMKY9fFCQwXRs03y6gbtlgQkC7Xk7eWLOaa1/Yw5Qn9nL6ZUeijA8F3CYZO63s2xRLxo5MFr27kLbCQ3y8NZDbXMbaiqaBpqF4vDw040J2rtnDY+c/z5H9OUhN4ncI9IbxYNYLTW2DTti5/hPGvUPftmGzTSx2Mz2GhvJJnNW9U8iyfwKKEAxqW3OAZf6sX0NnJLqkMLuIzcu3sTz3/ah4qhsSqhlolsOTk15i+9+hVZVVoSgKjZsns3PNHt6+40Oeu+INDm4/zH3dT4z/sVZIiXVlgEZC8+sc3BacZnfF4xfx8Fd30f/M3nQb1IlrnruMV5c/iakKK2RdlJiOC8wqObe2qph9JKbGc9s7AZrkaKAaWgF1v6ZyJUlVhSHnHaXH8MI6Hackr/Iee5xe9vy9ixdenMjNVw7AuHE7lv0HMR3JwXY4i5femkxio1j+9/S3eF1VrbmgaK+hvmqb9Ua8KXzix/HAfyKg2qJTOieP7c3fP62tYL8zGFVik2I4/bJQms/9eXURiWhYmFQFu9nMA2OG17jd0cOh7iYIlMVvP7CS4kbZQVkvJxJSgsEm8bq8fP7Mdzz6dfXBt60rdnLv6Y/j9fjQNZ0DWzP48+uVPLv4EQaltGVZ7p4T2PJjICU4NOI+D8wAVYNCi86hEoAnn3ESJ59xUrWHSbPFkeFseF7uqCEl5j2OCkNWkF3EM5NfY+2iDVz73GQSUiKLO6mGVggRh5TV6wpECiEC/DB12a9ZJ1fIsu0rdzH+2pGcPmkwG3/fislqosfQzhXEbofC8Kir0WmlHwcICr17aGKIvkCsLvhPjNwBHvzfbUx+bCJNWjcmsUkCY64awRurnglLO7vuUN24YBoKrZMTuW3EIBbcdDnNEmr+0PqP7R02RdLn8RPToxS/jE6QuSEhFCjaqiIlHN5Z8z1945ZZuJ2eio5K13TcTg93j3iUKY6G57KOCjokvXwYtSAwSnWVunnvvk9qnY0ci6ldTgyVciSI/f2YAYyEXz5Zyo0n3xc2rbM6GIxdG7hl0aMoN9h153F6mfXAZ6z8cQ22WCsDzupD79O6BzF2du7fHqVqSqSQ2Js0bAJC9JAUeHbWvlkD4V9v3KWUaJpGXmY+mbuPYDAaaNW1OUPOHRDE5Vy+7axlq+pM/dtQeH3iOK48pS/x1tr9mSOnDCeleXKQEIHFbua8288kJe34BFMjhe6B2PaBlLMuNaTXSSnZtXZf2HUel5enz3kR415X2PUnBFJi2uYMWrRz1R7uPu2xICGL2nBh614o9QhANhg0iad9KPe71CXFR0v47X+RZ2xY7f9s0FvqMO/N0FlUwZFCnpj4Ilv/2hFmL7jo/nMw20wVI3WhgK/kn382McYoReHrgX+tcXc7Pbw09R3Osl/CGaZJXNb2JubPWkzGzkzWLd7EwxOeZf6sxUH7fLBiLa//Xkd5twbEwfzIp+4Wm5k3/p7BJdPOp91Jrek1ohv3fXwLVz55MZnOfzaAp/vB7wgE6y66b0LQutJCB4s+/p0F7/9K/pFCbHHVU0B6XV7UjMhHkw0Og4IaG5pK4XX7+HzGtxEfRlUUuiScuGyIaiErq22PhdvhYetfkY8eTZYxGEz/zIxESnCVns6uNR3Crvc4vXz65DcAFOQ7+O6rVXz6wVK2bTlM07ZNeGXZk/QdcxKqUUVqguy15n/c597Y2uuEnetf63N/5Jxn2bx0WwWfjDxGFs3j9PDOXbM5/bKhGE3GQC78Hytx+f75oNeu3KOc2rFNxNvbYq1cfP+5XHz/uRXLnP5C9p3AnNljIXXQnALfgQReW/FkECf1X/NW8+RFL6GogSIm7Uad7kO7sGnp1hCxCAh8xLLxP5endlVMX/5w7+PYelld09mzfn9Ux/q/UMQkdLCtDa8xYLQYiUmys+y7v2nROZ3mHWseSQqhYI+5m6L8i4AT1wF73YI3bm7PpqU6RqMX1agGC6KUIWPHYVat2MNj93+FROL3afzv4+UMGtqR+x45m6d+fICfZi7mrds/YNsnsTQ/1RWS634iIU7gzO5fOXI/uP0wW/7cHkIUdix0TSdzT6DQyKdpFHvqn5teXxgUpYK6oD7YUfxrA7SmbpASNBesvSmR8249ixadKg1EaaGDJy96CY/Li6vUjdvhwefxseXPbfQeGUqRCoEgV4o/cgm5hsTpTTpxRfchYd8lRVVo26tVxMc66nZQ4PkH3UuA4ofEBUcxZYY3xH6vn7mvL+DZy1/n+t738MCZT+Fx1Wy0JYUIceJSVqWEr19qzqr5ybhL3ZQUOMIadkURtOvThunTvsbj8eH1+NF1icftY/nSHSz/IzBDOXXSIGyxVnLWmMj6y4LurzzPiRzJG0UMJjV6eoq6ot7GXQihCiHWCSF+KPudJIRYJITYVfa3wUmLD+/KQjXWnqvu92kklFUQGlWVxjH2hm5K1FAUwZiutXM+1waHP3qu7YaGNcZK5wEdWPfrJlyOQGD3r7mrgwNZZfB5/bTu2oJxN4wOih9AgKjr3hHRpek1FP7M3UNcSiwjLh4clMcOYDIbmXjvhIiPleUsxlKXlJAGxBVd+zPWVf1oXFEEXrcPZ7ELj8vLht82M/P+z2o8ptHYBylP3Khd6vDX942orYDKZDXR57xBYbdzu3z8PD8gwm61W3j97xl0m+KnSX930OYnMnumXfw5J+5kNMzI/VagqvP3PmCxlLI9sLjsd4OiZZdmtaqKG80G+o7uSXyjgHEXQnD3yCFYjP/sx3f1yb3Z/ts2ls9dFcRYGS2a2XrwT028hABPgaA4w8sj5zzHo+c+xwWpVzP//cX4vP5QkjACwTyv28dNr17JpQ9fQHyjABd7m54tefLHBxgxsPc/Eor0an5KfG5uf+c6zrtjHPYEG0IRdOjblmcXP0LLzs1qPwgBZtJWMYn4/mH6gQ6GRNYtDs9nDpUMo+Xwun0s/KDmWaCiJmMyj26Q9kWCv+YlczQj1HciFEFsoh1LjIVeI7rx4u+P06RVqGh2OKQ0S+aUB10YbVSwQp7otEiPdmLTZOtl6YQQzYAzgSeBO8oWnw0ML/v3R8ASIDJdqwjRtG0T+o7uxeqfN+A9RtXdarfg92v0GdmD+z6+JWjdWd074fb7mTZ30T9SJm4s8rL4gncpD/NqPo07Zk5lxKQhNe4XDs1tJ6Eg/pEMdylhw0M2Sg77QFZ2sm/c8j4Pf3knMoyBM9tMDDm3P4qiMOm+c5h0X/AoRkr5jzwTg6IQa7SgCoUrnriIK564CClliF5tdfh9znLevfdjcg4cJaFxPPEvdCJH9denar9eKPp6V1hNWQgMcMLRRVRVyaoO9viH8eb8UO/2RQKvS8Vo1vB5gmfnFruFO2Zez+BzKtldvV5/2FutCOjXO7hA0C//SZeZQD3B1dj1Hfq9DNxDMNFiqpQyC6Dsb9h8PSHEtUKI1UKI1bm50auhP/TF7Zxzy1hik2Iwmo30Hd2Lt9c9y8vLpvPp/jd5Yu59YXPcVSGwGv+BkncJ8csP4yx2VfzvcXl58eq3ydobPQHZAccq9H+oeAnAlaVwrLqzz+1j6TcruWL6JMxWE4qqIITAYjdz6qTBQfTL/1dwdfvBqMfUxEdq2JfPXcVzV75BzoEA6+BRv5McXP+YYbeqBnb9tRufJzR+YIu10qJL6CxECOg+tHOtxzYY0jEYezdIO2vDgHFHAwVPVe6joirEJNgYcFYw2ZzJZGDak+cF1A01vYKKQM/JZ+b1b5F/pDLf36IeX1m7GiEh85cU7hrxKA+e+RTL566KiJepPqizcRdCnAXkSCnrpH4hpXxXStlXStk3JSWyqVVVGE1Grn76Er45+gE/uT7j6fkP0rZna9r0aEliakK1+1mNoVqkJwJCQMKu0GmZ5tdY9PHvQcsyjhTw/eKN/LpiJ55qBL0znBuoMzF2A6DrvaGjoHJahPPvGMerfz3F+XeMY8LNZ/DUTw9y+zvX1Wg0hRB0ijuxaYQCuKHj8Drv/8GD/wsa9frSzP/kI2F8i2607t4iqJinHJqmceWTk7DFWTGaA+uNZiPWWCs3v3ZVRMe3xz3QoO2tDtYYned+bUmXgR1QDSqqQaXn8K68/Of0sNeWt+0g+qrNcDATMo7A1j2w5xBep4fvX19QsV3b2H8mriMl5Kw38O41i9iwZAt/uq3y4AAAS7lJREFUz1/H05e8wpu3fXBcz1sft8wgYLwQYiwBdqE4IcQnQLYQIk1KmSWESANyGqKh0aCkoBSpS+KSQylzh7Zv/Y98f6mqGRlGZMDv03AUBQpopJS88tESvvtlA4pSljSlCG6dPJzRg7tgNlU+LruhbgIhDQEhoPEQPwFLVmmwLXYzp5zdD4A2PVpGLUww85TJDFnw3Al7PkNS20c8Sg+HrH3Br7bxiCdKgeyGQ6o1lnt6jsCTWsqP7yzCXyXl12g20KlfO04Z349ZW19m7hsL2LV2Hx36tGHcDaNp1LR2Gl0A1XD8eFGkhP2bbexeG0fvkfm06HwSr/w5GVepC6EoWKoRssnYlcVLU98BvwbZwTQJPo+fbSsqc/q7JE5hU0HkAtkNBSEgqYsPv89L+ffidnj44e2fSUiJ46TTutN5QId6vYvhUOeRu5TyfillMyllK+Ai4Fcp5aXAXGBK2WZTgO/r3coIkbU3m1tOeZAL065hYvq13ND3Hg5sywjaxmYy8uZFZ2M1GLCqKrYT4KIxGwxc0f+ksHlXFruZgeMCXBPL1+5l7q+b8Po03B4/Lo8fl8vHM+8sYuw1b7LgjwA9sM/r4+C3BjT3P1dxJ1SCPjizzUR6+zROuyQQP9i5Zg9fPj+XBe//iqPYiaPIwYfT/seVXW7jhn73svDD30JUgRLNdh7pOe6EXcOdXUbWa/9m7YNFvg15Pqwbik9sfl0Znu47lgSzldSWKTz366O0O6l1hWbn8ImDeGJeIK+hUdMkrnzyYp6e/yBXTJ8UsWEHUNUmQO1qYXXFwW02Pn2iJXcM6c38mQFDbY2xVmvYAX54+2d0f3j3pGJQglxROt5/rIhJNUHXq4Nn7n6fxidPfMW9o57gtiEPVWScNRREQ/h9hBDDgbuklGcJIZKBOUAL4CBwgZSyxry9vn37ytWra6aNrQ1ej49LW99AYU4RUq+UuIpJjOGTfW9W+N8Lc4t4+Oxn2b3lIM7OyeQMa4puO74GvkViPAtvvoKZ93/K3DcWVAhhW+xm+o7uxcNf3okQgnue/Y4/19RMoJWUYCN1zT6yt2di71xK7xcdmJIkQjlx0X8pQfVZOfnwY8x/7xdK8h0MvXAgY644FaPZyNOXvMJf81bj92kYTQaEENgT7BTlFlf4gy12MyMmDeb2d6cGHdur+Tnph+nH/RqaWuNZNOr2iLaVUrJz9R7ysgro2K8dyWkB3+2qBet47LznK8jqADSbwsFXuiBjTmxW1t3dTw3htvG6vRVujYaAlBJn6Rs4S55ukOMFHxvevKUdy74NhOhMViPvbniB9HZpNe732PnP8+c3K8OuM5oNzNz8Ek3bNgHgQOZqvlpyB036Rc8p3xDwlMBnfZoTLihjNBsZN3UU11dRjosEQog1UsqwTGQNkksnpVwipTyr7N95UsrTpJTty/6ekITsv75fhbvUXWHYA20Bn8fHki+WVyx79Nzn2bl6D74SNw67gh5Bvnx94dN0cnIKiEuKoXnHpjRtm0qfUYFsnmlz7qiYjnlqSe8EyM8s4MDGA3icHvLXGFl/v+2EGvZyaAYXn874nAc/v50XljzG2TeMwWw1s+SL5az4YQ0epxfNp+F2eHCVujmakRcU6HM7PPzyyR9k7QsOJptUAxe2rL9CU01QEFzapjLjIi+rgM+f+ZbXbp7J0q9XoPkrs02OHs7j6u53cNdpj/HM5Ne4rM2NvH3nh0gp6TfmJKbNuYPmVYq4ikY1QtpPvF6ASwuNzZgspnobdk3T+OjRL5iQOIVR6oXcPngvzuJYjkfGZ6eBhRX/1v06S78Ob7SrovfpPcJrDwu4/9NbKww7wLznVrH2xforsdUVJjtUlzDj8/hCYm/1xb+yQjUcsg/khq0ydDs8/PTeL3wy/Ss2L9vOrjV7Kj5eV6dkMB7/W5BzJJ9JHW9m5rTP2bV2H0f257L5z+0IISrk6ABGD+kc5FcPB+HTEFWmoV3vc51wwy4CIvIoJ+9gyefLg9YtmLW4YmZSG1SjgW0rQpkXb+tyOtbjlDYmgDRbPGc27sbmP7ex8MPfuLzDzXz82JfMfWMhz13xBjcPfKCCOfGx818gY0cm7lI3zmIXPo+PH9/9hd8+D8gj9j+zD6+vfLrCiCq+Ez/vF8DJKS0i2tZV6sJVWhkMP7Atg+Xfr+Lw7vCsnm/c8j5fPj+3Ii60b9MhpHSiNPBnIwQMOa/SZy51GdTJVofTLxtKo6aJGKvw6pttJs66diRDzh0QtO2K7zaRs9bC4b9M/4h7xlcqKoLZ4VBb7U60+NdyyxyL9n3aYLQY0UpDX4gdq3azZ8N+PnvymyBDqNSiot5QiPkzA8XhgzL+G13T8Ti9vHDNW/Q/qzeqGjAM8TFWvLVw3wiXF6kIRNkMxZL6z6VDGpJ8/PntSkZOHlaxLOfQ0SiOIEluGpqeFm+ysnj07Zwy/9kGaGUwRqV15ZRNsVxx7g0oqoKzODjrx1Xq5sDWDL5/fT6nThrM3g37Q/j03Q4P3776EyMmDQYCurYGo4rm14hdWkD+xDQwnrget5k9gVNSWwFlhG2zl7Bv8yE69GnLaZcMxhpjJWtfNs9d8QZbl+8EEVD5AsGe9ftQjSp+r58+o3ry0Bd3VAiQlBY6WPjBbyGDJtVwfCyjwSgpD9IbTAYGTfh/7Z13eBRl18Z/z8z2FJIQSqihd+ldECmCgKCoCIgiRURBUSyIKCKCKKAgKipFLCCgNAVBaUqT3nvvhACBkLZ95vtjN0uWnU0CouTl2/u6uNjMzs6cnZ05z6n3qZfjZ8xhJr7Y8iE/f7yINXM3Ygo3UaF1bS6kOXnnjTk82L4GDZt4kpVGswFDpEJc3TtDQ6KzqLwxrztf9VnMpTOBHPk3MwIxN7hrLPca91elVNXiAa3tmXA5XDjtTr8bNWLjeYTj3+d4Nh+6inAHPhAOm5NzRy4AnnjmuG9W5GhRKFEWvxhM6jH5jiWJzi8xEJlliLfL6eLS2dxH4VRFpUK9sprvyUJC/hcKxnXJLr4d+AO2dHuAYs+Ew+pg5cy1ZKRYg4Y10pKv04zJOpkH+7TAaDYgp7iI+SkBbO7/LLE6v2VPhBCcOXSOp8sOYNpbP7J06kq+fu07elYcSMLxRAY2fpt96w7idrlxO93s33CY/RsOYbc6yEix4rA52bZ8N98P/8l33MRTl9BpeJLblsXgusFJ/qc8LaoKZw5akGQZo9nAY689RLHycayZu4Ef3vuZP2evx6FRvw8Qli+MZ0Z0Ydq+8eS/ryYr1h9n66bjbFx3hNHDFzJhzBIAHnqhNdV6ZSDp7szQDkknUeXeskGbxjJSb29C9a5R7kIIxqx4l8cGPURssZig7o/BpPe5cOYDV8i3NRGCZNtvFxSTtoJwu9w+KtzkVCtJV2/kJdSAyYDt3goYI82Ywo0cHG/6z2urVRVsFyFlRxjtn3vAt/3yuStB1bFOY6ix4lb4atB3bPl9B3//soX0a9e/f7jeRMnw3Fdy5AZ6IXN688mArmbNfQ06ilco4ufu+94z6rj3ketW5f4Nh3DancQWjUGnl4lbnUrJj09TMdmCUfp3neOOJasSY/KQrn3S9ytSr6T5lIct3c7VxGuM7j4RW5pNkxYiKxxWB0uyDJQvHF9AM1Qw8/14rl02YE3z/Noup4fF8eLp69w8N6PoPfsKTu0bQNe3HmHihg94eMCD9Kr0MuN6T+L7935ifN+veKb8i1w+H9x42LHtJDu3n8SWxYCz2Zws/WU78yevpH2/VlToeOemMUkYEGn5g9KOHN2hPfPgVnHXhGXAU5rXc2RXeo7syvudP2bN3EDudp1BR4/3nmDnn3u5fO4K9erV4L5nm7Mn+Qp/HDjMqoPHb7uuTGtQBP2iY0jO64uIrJOpULesrxRtz6FzuDTG6WlBKZiPCTvGolxJI025yFppOPDfTpnZPTiKfh/38Lr3HuQrEBm0686l4SE5bE5++3o5q35cixACl9PNS5P60LrH/QCMrtWJJ9bcvrpkWQiit9hIyuEHNoUZaffcA8g6mVenPs8HT07AaXehuBWMZgNRBfPxuHce6fRhs5n3yWIcVgeqqmK0GKnV4h5e/7Y/YZEWVFWl7E8f3LbvkBVlIvIzum47wOM17V17MGAfxa1wZNtxFLfn+qsCXEWj0J1N1lyI066m80jMMxSvWISeI7vS7rlWLJmyEnuW6U3JFw282qQmDTtcJr5aOmcPmdmxIoYPV+zEmiphMCs+/pbskHmrXDhhoUKdX3l04PVO2dHdP+Ximcs+Nkhrmg271cHEF6YwYqE2m8nWTcexWTUopd0qUz5YyLUzFyn1fCXOZ6zPWbjbDFmYuCf/c0SGRfsNLs8Kh81BSlKqZn/OreCusdxvRJtezTGFBWbRJVmiwwutGbFwMBPWjaR83bIcXrWfepH5+eKJjvz1Sp/bHgzIqBpLWp1CqDqBMOswhRkpWbkYw37y0PGkpFkZ/tmSXB9PkgQFC+SjfO0y1KrbkB6lpyOL/4gPXQW928KUZd/7We3giX+2fOq+oKGxYLCmepKVDquDic9P8U0/qhpdlMFVbg9hlU5IfFDrEZo3rR3A/pgJg0mP0WygfrtatO7ZDIBGHevy+aYPadunBXVa16DnqK5M3v0xkTERnDuawNxxv2LPsPsWNXuGnW3Ld3Fqv6e/QghBxxK3d1SdAN6s3pxFrftg9LJQJp4KTuGhSgJRIj+KTiKtbTUympTHHRuuacSoqkpacjoHNh7hnYc+pHar6jz5difyFYhEkoWvis9hk1n9UyG+e6c0K2fEceWCkedr1GVUlyrYM0SureNvhpZDdS/EaPKnQFi/YHMAza/iVti8ZHtAf0QmIiPN6DWr31RcGXbmfryIIs6OSPzzZH1RS1NkYUBCn6OXEmOoRHzqC6Rtqow9w06JIGR0eoOeTUu2/2PZMnFXWe5ZUad1DR7s3YLfJi/3VKXIEggYsXAwOr2OoztPMLjV+7gcLhRVRXG5eeiF1jw39mkmd3uYZ39ceNtkEUJgbFOBCuVKoj+RTJl74un+zqNEF4wCYPXmo+SWkESWBPWqxxMZfp01L8pQhL7l5rEveSmJ1oO4VReJ1kOc353Mvo/1XNunw1RIoWy/DIo8eN3NFgIEknfAtoRJDsepWFFUd9Ch2yY5ki5lviDMoM2/PuCzXly5kMzGRYF9C+4II6pRh3w1QzMHAR5rfuqbP1C5QQWKlotjTtiWXF2XnFAmIpbWRauQ0bc0Cz9b6h087pHBYDbQ9LEGVG5QniqNKwZ01sZXKc7AL/sGHHPL0p2a57JnONjw6xYqN/BMEBrXoCOpTjurEo767WeQZGKNFs5bcz/gQy8k+lZqyLMVG/pt/3vhFoQk/EqBwROxc0SZyWhcBtVeEtUgg07GWr804X/sRVVUX3I+4HtYHXzabzKxRWOwZ9gJjwoDBClJ/vIazHpcDjduFxzfFYHbLZEbT1JVBM+P+9XH3OqHW4idtGhdlRnfrNF+88o1dOEmru6LoHrD/uxImgg5cDNJ6DDrCpHhuuB7HiR03Fv4A4qFNyXNeZ5tm1ew8Ov5VHn+Iub8bt9jLAQUMtWhlO15hrf4iuTExUjyEpx2FwVLaneX6/Tybe1SvWuVuxCCFyb0pMMLrdm+Yg9h+Sw06lgHc7gZRVF4u/3ogJv0t6+XU/P+qjRpV5txnR7ktflLczyPBFQpWojLqRnIQnD2WuAEHLNOh+XnQ5w6koTd6uDIlmOsnLGGT9ePpGTl4ljtzqDWSFyBSBIvpyDLEpIQlI0vyLsDHgzYzyCZqRlzfVLTke3HeaXHMJ877UyV2fFaOIe/cFPiERfKxXDeHfsJsQUL41JtOJQMLHIMSfYTbLkymyTbCaINxYk1lcYohWGS8xFlKEIhUwXNG/DQlqN89er3HNl+HMWtIMnCpzwVs57UByrgig1DKCoqgrANJzAd1Gam2Lh4O5t+24HRbMBqciN9WAolWvePWvsLmjwKZNvy3SRfSvHlKSRZokiZQgya0g+94eYsOqPFoMldL+slTGHXF19JCKY0fYJUp52/zh8lTG+genQcMaYwhBAsOrWPoVuXkO7KORfQNK4Mg6o1C9jucrqRJAm3ohH+isuHIktgue6xKPnDSO1YA8PBC+ivpiOf16ajvXQ2iUtnPZUdwUpcy9UuQ9GyhVk9528vR3wUjR9J0tTPqgouB7icOgqXmI3BpD284t5O9Vk9Z70fw6WQBGVrlsLldGMwBl73AgUjeXvkowwfPAd3ZhhQVeHQCVAUFLebmMJRlIvuStl8HTiXvp5U5yki9fHEWRpy1XEYm+syeimCWFM1DHK459oqNi5adyCEREFzLWTv4BLbRSNjWy/DnqFn74wiWAq5MOZTkRwRfLdvGgaTgWcqvMSFExf9Ft2zh7TLTp12J/Xb3T5ytrtWuWeiWPkiFCtfxG/bwc1HNZMatnQ7iycvp3672rSvVpEaxeN4be4Sdp67EPT49UsVZ/rTjwHw/KxfNJW7w+4k3W7H5E3kOWxOnHYn45+bzPg1I4h2ujVreoWApOR0FBUkFZAEL3a/j8jwnCc5TX97tl+c1HtE0k/oOPCJDr0RFhX/k16juqEXZvSS55ixptI8WOTmCKJ2rd7HkDajNNkIAVLaVMSdPwxkyRcKsN5bBjnZiv6CZ4FVAdUge6qXFBUVFWuaDSkDoiadJ/m5OJRgo/hUNVtLzyzr6VGmIQ6bg3E9v/BLqCpuhQvHL7L8u9W0fbZl0GNcOn+VL9+ey5ZV+5BkiaYP1aTrwNYBljKAJMu+MsmsiNAbeahkYIgmXG9EUXPOtwigoDlc871GD9dlxsi5gfeRLHDFa1uKapgRe+2SKDqZwr/uIuXyrY0IPLDhMC9+1guDycCyb//kx5HlafjQhoCqFEWBs4fMfD2oLOeP5Wf8mkKUC6LLnv+kBwc3HeFKwlWsaZ4qElVRObX/LN3jX2D82hGa3asNGpdj/CddePWhjzwjHVM9SXpJligUX4CyNT38OHopjPgI/7BiIbO2MDrJRJGwhgHbl/+wOkuZrCAjUU9GIpgjBBsXb6dwqYJcuZCseY9ooXjFokREa/++t4K7NuZ+4eRFEo4naib4nDZnUPcnq3VSLCofs/t0ZePrz1G7hP8CIQCLXs8bDzT1bWtTuZwmnbBbUTGc9LeMVNVTZfFB94l82m0C4sA5D/mRV16d1yJ0eC0Xl1vB7nAx/LMluaIKPbL9eLbvO+0uNv12e+J7X77ybVDF7s5nwh1tgRssXFUW2Kp7OjvdUWaSn6gJamBwSihg3JlG2KIksN2gAF0KcqKDYsr1BJQA8unNGCUd4TojJlnPy5Vb0rBgGQ5uPqoZ/bJl2Fk1K/g8WluGnZfbjWPTij24nG4cNid/LdzG+32mMnTWKxgtRswRJswRJgwmPS990Ye40rlnuEx12rC6c+65MMl6OpasqvleyUrF6PxaBx/VsipAlSVs1YqiZDOcXAgoVSSGbm91CpqLyAmKW2HmqPkMnPQsC658y+Td04gp/BeyrrxnWLcKGakS88cXY2jb6pzYE4HD6uDbYXOCHjNfbCTT9o2nYcc6fuWotnQ7yZeu8UG3CUE/W6leWd6Y+Axhsoo5wozBbKBcrVJ8+PvbtzXsceXCNc373uX0EJb9+sXvuWrEykSRsoVz3ukmcNdZ7if3neH9zh9z4eQlBJC/SDRvzxlEuVrXB1JXalBOU0Fm8p3ciCiLhZk9n2Dn2QS+XL2Rk1eSqVqkEC80rU+ZAtetorZVK/DT9j3sT7iE1elE8t5IEStPItm1ZkBK/L1wEw6rE+OeM+gSknHFFwBJEFG1BFc1vIurKRkkXEqhSEH/NurkS9c4su040YWjKFM9nsLxBUi+mP3kl5i4qGzfzw6pV9NwOVxEF4rixJ7TQfdTzHokAqObKqCPDUfIEtfaV0E1Bw+JCBUMZ+yELb1CersYhFNF1Qn0x6wU+iSB+UeHoo8wkpBxjRhjGBF6E6fTr3DFnk75yEJYdB6lZTDpgy6MRktwxbb61+1kpNl8YSbwhEESz1zBFBXOTwlT2PrHTtwuhdoP3ENkTO6rHZyKm2Hbftd8TwAGSYdLVdBLEl3K1KRuNp2oPd57gns71WfNzxtY8vcBzkYacEddz41IAqIiLFjtTpwuNwa9jFGvY9QL7SkUaWHuJ4uw30SfQlYc2uzJJxhMBhw2J4u/OsyxXY9RKD4/P435FXuGvxJU1ZxL/2SdzIENRwIUpKqonNhzmqsXrxF9w3OQiWZPNObeTvU5ue8MYfksfgPcbxdqtajGH9+s8nkWmXA53Cz6ahlOuzPXVrspzEi7bDzHW8FdpdxtGXZebTaM1Ctpvgz2+WOJvNZ8ODNPfulNCHluwFenvsDYZz7H5W3qMIWbKFsjnpZPNQ16/BrF4vj6yeBzEPWyzLdPP8ayA0dZfuAIhxIvczb5GgiBKgu/JKLeoCN/0RguZKGNlS+nIntdY3ux/AHWLniqGQxZKgJUVeWboT8yf8Jv6I063C6FImUK07J7E4+lGgRGi5HHBt08A+Ols0mM7j6RAxsPIwQULlUIS6SZtCA1+tGqhN1ixH5D560AwgpEYqhdAvQySAJHqRiMRy8HJPh0eh1Dx/RnzMPjCV9wGVe8CTnJSdhVaNG9KWH5PL9ryfDrC22JsBhKhPnXyZevUwZLhAXrDc0ipjAj7foGZ4g8sf8cNo3GE5fLzekjF6jZtCJNHwt023ODg8kXUYIsOGUjY3miTE3sbhf3x5WlQpTm3Bs/lKkeT5nq8bRMvEqv92dhd7iwOVyYjXoiw0xMH9aVM4nJ7D9+gYL5I7ivZhkMeh2zP1pISlLaLX0HgMKlPLKdO5rASw3fwm51YM9wYDQbsGuUJwLElc75+9zYHXwdIpv3PNDpdZSt8e/RFNdrW5MyNeI5sv24r7dAb9ThditBeymMFgPRhaNJv5qG262gKgpul0LH/m2o26bmbZXvrlLu6xdsxml3BZQmKS6FP2ev56F+12Ns9z3ekDI14vnjm1VcSUxGb9BzYNNhnqvxOvd3acxjg9pjDjdzzWpjxcFj2JxOmpSNp0RMVLYy6GWZdlUr0LpyOWp98DlOt0JK8xIYEtMxnE0DAQJBqeolKVm5mJ9yzwr1wDlMtUphy9JEIglBmRKxxGaJy62YsYZ54xfjtLt83ben9p/hl0l/BJVRyIJeo7pQu1X1bL/LjXC73Qy6bxgXT1/2PVhnDp5Db9Ah66SA+ZyyTuLRF1qjNijFl4s3+H0XFbhotaGvUwxJUXGrKhkN4tFfSEVYHQinAt4F0eVwcWr9cYb++DKTBk4n6eBVdHod7fu1pM+H3XMtvyRJjFz8JoNbjcDlcKMoCopb4cHeLXy0y1ooVakoJoshQME7HS5suWiIyg7heiPuIPH2GKOF1nIJVs/fwGbHOXQd61Kmeny2x3O63Py1/Sgnz19hYJemZFgdnE5MpmJ8IVrWK4/JoCc2KpyaFfzL8VbMWJOr5i5JlgKUqtFioPs7nrzTxBemkno13WexZjJm3vg5o8XAU8Mez/F893dtzLzxvwWEP+JKF/Kxc94szh4+z4oZa8hItdKoQ12qN6tyS+EaWZb5aPkwlk5byYof1qA36EhKuMr5o4E5OlknU+qeErTpeT+tezZH1kls/WMXqVfSqHF/FQqWuPmBRTnhrlLuSeevaJOHZdi5fC7Q3SxWLo7eo5/kg24TWP3TBl8CcvaHC1gzdwPd5rzAoAVLEQjcqsKY5Wt4pmFtXmneOEdZnG43bm8FjKqXufR0VfQX0tEnpqMrHMHnXwxh77qDLP9OmwnOeOoSNXo3Z8OOEwjhUUzhFiMjX75ubW9fsZuxPb8IcP3cLoXLGtwVmah2byU6DWyfrfzWNCubl+zAbnVQ+4Hq5I+LZueqvVy7nBLwcKvC4w3d6J7e3/Veur7VCVmWKV0kltGzVnI+yT/h7MxyLNWsJ7lzDQynriBfSkefcA19osea/Hncr3Qa2I4ZJyaRkWrFZDH6xWLTktPZ8OtWnA4X9R6sQWxR7SRi2RqlmHV2Mlt/30nKlTSqN6uco8teq2lFzfsKFX4cv5TGbapTrOytuf2lImIoGR7NkZTLfha8WdZTfZPKsw+9iuJyoygqc8YspGP/Njz70VOax7qcnE6v938kJc1Ght2JxagnMtzEN+90I9brtQaDTqedftMZdDR9rAGbl+7A5XBhS7cj6zw8OjqDTER0BM9PeIbKDcvz15z17Fi5RzP0paoqpjAjLoeLfAUi6fdJj1wZF12HdGLzkh0kHE/EmmbDaDGg0+t468eBOX5WC79PX8VnA6bhdrpR3G6WTl1Jg4fq8NbMgbek4A1GPfd3aUyDdrXJVyCCh6Of0d7PpGfAxN5UaXSdPyY7g+J24K5S7pUalPeGJvxjdOZwE5Ubltf8zMl9Z/j7ly1+nNwOm5Ozpy8x8OffcNxgVX23cTv3lY2nVomiNx7K/5x6PfH5ozl2+fqi4iwchqtwGE3LlUIIQbUmlShUskBAA4qQBA3a1mLYoA4cO32Z/UcTKBATTt17SiJ76fis6TbefWRM0JiepJNwB3FbzRqzZbNi+4rdvPvIGIQkoaoet7Hn+108HZca9ekuuyug4UTWSbgcLh8pWsNKJUlKCU6voJMlT4euLOEoHo0cYcK8+7zvfXuGg/kTfqPb0EcJi/Svsd+waCujuoz3WIeKyhcvKfQc2TVo2OnSmcsknrqEwaTHnKVfIBjmT1nlLfvQ+O4ON79OX80LozrneJxgmNykM0/9OZMkewYCcChuHs9XkdXvz/ZUfHhhz3Dwyxe/0/TxRn6dwZkYN2MVl66m4fbeExl2J3ani49nrGL0gOxDcA8+25Ipb8zwq7ASwmMhu5xurKk233PldrmRZIlaLe7h/UVvcnzXKR4v1Aenwxk0p2GyGFlw5Vts6TYskZZcK1JLhJlJWz9iw6Kt7N9wmMLxBWne7V5fiPVmkHo1jc/6T/VbqG3pdjYu2srKmWtJPHWRhOMXuadpZZo90QiDKfsE87XLKXzYfSK7/vJUUGXXvKeqKhWD8Cj9W7irlHvVeytSqUF5DyGS14U2mA2UrFKcum1qaH7mwMbDmmV0KUUsOG0OuIGjxu50sXD3gRyVO8CIh1rSZ8Z8HC43blVFL0sYdToGZ6mw+XDZOwyo/yb2dAcupwujxUhYpJnnP3kGgDIlYilTIjbg2JuX7EBkw7vqtLsQIpDjQ2/QUfP+4B2T1nQbwzuNDahpnjJ4BvUerBU0PqzlPaybvwlFUZAkiXNJ17KlV1BVlTJx+bl2IZmMLScwHUjUbK7ZvHQ7jTvW81ntacnpjOoy3m9xBvj2ndnUbnUPpar5NyR9N3wOP43xDAcTksSkV77lzR9eokmn+gTD+t92BY3vKorK+ZM3w4QZiGJhUaxq9wLbLp8lyZ5OzfxF2TpjE1tliRv9BYfNyZqf/9ZU7mt2HPMp9ky4FZXVO7IfAAPQvm8rti3bxfYVe1DcbnQGHXqjnnfnvsrztQcHGEyKW2Hb8t0oisLLTd4OSoYFnjh0iyebIOtkX37kZiDrZO59pD73PhL8N8oNtq/Yg6yX4QYvzJZuZ1yvL5BkGafdyeqf/mbW6Pl8tnF0tovIkAdHcXz3KZ9hc+M9mBWNHq7n52mqqsredQfZumwXEdFhNOvS+KamYuUGd5VyF0Iw6rchLPxsKb9/8yeqovBAj2Y8MrCtH296VsTERWs2ogRrmFHxxDVzg9olijKv75NM37CdIxcvU71YHD0b1qJw5PVqimLl4phxfBLLf1jNiT2n/Whas4PD5siRnUnrbUs+C617Ng/6mS1Ld2gudqqisnnpdiTJY6FkWj86g84zr1PjXG634rPkwk0GJCFwB2HucSsqKRk2/vjiRV5v+R67XIGNHnarg3E9JzHBMJkhM16ibpuabFi0VfP3czpcrJi5lmad3fww4meO7zpF/qIxHNl2DKfdP7n70VMTqdl8MuFRYaiqyupftvHT58u5ejmVavXLIuTgVqbeqKN6o3JB388thBDUKVD8+t9B7j9ft7Xme8GOnfP5ZZ3MiIWDObT1GPv/PkRMXDQNH6qNwWQIflxJeHlngig14bHY46uW4Nkx2qGk/xI6vYwI0gnudim+nJEt3U7iqUvMGr2AZz/Szukc23WSMwfPBXisWrixCk9RFEZ1mcDmpduxZdjRG/R8+85s3vlpEPXb3b5BNXeVcgcPP8Pjr3bg8VdzN+m8zgPVsUSYsN5Qdmg6noyq8YCZ9XraVauYa3lKx8bw/kPZlziFR4XxyIttc31M8Mh9MzW04HkYmz7eIFtrxGFzehYODaiKilt1U6x8HHarA6fdSZNHG3Dh5EU2L9nhZ90KSVC9WRVfWCY6wkLNckXZevhsUHbCa+k2klIy6DWqG2+0eE/TEsqM67/7yFj6ffw01jSbdoxXUblwIpFXmg7DYbWjqsH5VyRZYvOS7TTv1oQ5ny1j9sRlvnOvW7Iz6LUCj1JYNmcTkk6iQ8/70GczbMVhc3Bg4xH0Rh0V6pX1XRstNOxQh89fnBawXW/wzETVwn21yvLntqN+4ThZlriv1vVwgNPlxmp3EmExcnTHCU7sOU2x8nG+Ac0V6pQJ8AoaP1KfNXM3+CkyWSfTsEMdjzEQBNEF8zF8/uv/yvDnYHDYnWxfvht7hp2aLar5kXDVfqB6rnpEwOP5rv7576DK/dKZJOQgeYqsNBAGs4H4KsWp07o6brebrb/vZNl3f7Fh0VafkZGZLB7VbQJzE6flGA7KLf6nlfuxXSeZM+YXTh84S+WG5en8ekcKx+dcXpUVsk7mk9Uj6HvPq37KRLK5iV58jOT2ZRA6GVWASa+jdeWyNC6du6k3gO9mut03d3ShKHqP7sY3b83C6XDlWBYGHoW34ZetvPT5s0H3KVgiNntrRPWUQ/6S/L1v06WzSQyo9yYZqVZs6XaMFiNGs56Xv/LnYxndqy0DPl/AwdMXgzJvhpkNVG5QnuEL3mDSy99w5uB5zf2cdidfvvItQhKai5zRYuDE7tMaXbracLsVbBl2P8UOgeGmG6G4Fc4eS+SHMb+xZeU+Wj1ck6VTV+JyuGjxZBPa9G6O3qBn7fxNjO35OUIIVFXFHG5i5KIhfv0XqqqiqiqSJBFVIB+Dpj7PJ32+QghP+EcI6PpWp6AVM691b86BE4lcTc3AZndhMuqIDDPRr1MjHE4XY75fyeJ1+1BUQFXRJaURveUUUoaTYuXjGLvyXc2Fv/+nPTm05ShXE5OxZzjQG3UoisrGRduCehgADTvUpXLD2zuAIjvs+/sQQ9t94HnmVE8zUd+xT9Gxv4euw2QxMnz+67zV7oNcWdzZKdmyNeNx2AMbzwxmPTWaVSXRW1H2wNP38cjAtjhsTl69bxhnDycEFB5kQgjBnrUHbrqKLRhueUC2EKI48D1QGE+PymRVVT8VQsQAc4B44CTQWVXVq9kd61YGZG9fsZthD3+Ew+ZpFJD1HpL/iRs+oGQQ1rVgOLztGK80eUezIkIUjqDG2w9SoFxhmlcoTa3iRbJV1BdPX2LptFWc3n+Gs0cvcGrfGYQk0ahDHV6Z3O+WEkHZ4diukyz/fjVnDp1j56q92lUdWZC/SDSzz04O+v5PY39h6pCZ2Sq1AsXy8+Ppr/y2WdOsrJy5jqM7jhNftQStnmoaNL769eINTP9jCw6nCznZiipJ6POH0aJWOUb29OfNWfz1Mia9PD0glBKAzJ/EK7bRYvDR9OYEg0nPj6e/4vKFFN549FMygjx8OUGSBSIlBbs3cWy0GClfpwyDpjxHvxqvB3giEdFhzD4/BYfVwRcDv+GvOX/jdrmpfl9lBn7Zl2Lli5CUcJX1Czbjcrho2KFOjp2vLpebtbuOs27ncf7adoQMmxMhPFO+rlzL8F9UVRUcbiLnb0cvBE061eetH1/WPK7b5WbTku3s+nMfi75e5pfo1YKQBHMvTruphq5/AofNQee4Z33jADNhNBuYsH6kX737YwV7c+1yIE2I3+csBnp/0I1HXmoX8F6mzpzYfyrLv1/tMyBknUxkbART934S8L2/Gfoj88Yvzvb5tESaGT7/dWo2r5b9l82C7AZk/xPL3QW8qqrqdiFEBLBNCLEceAZYqarqh0KIN4E3AW0C5luEqqpM6DfZL9bndrqxuqxMeeMHRi4aElxopwtZ58++tmPl3qCVJfllPR88+wg6fc6Xau38TYx+cgJul3KDUlFYM3cjGxdvY9LWjyhZuXjQY+QWqqpy9vB5dHqZvmM98cyXGr7FiT2ng95AeqOe5t2aZHtcg9mA3qjPtgnj4ZcCQ0jmcDPtn7veCHRq/xl+m7wCg8lAk8ca+NUk923XgPO7TrFu9CKEN15vjA2nR9+OAcet3qyKJhd8AG5Yi7JL8IFH+ciyhKSTGfBZL/LFRqIicOYw5jA7KC4FdxZR7Rl2jmw/zrfvzNb0LtwuhU2/bWfW6Pmc2HPaNxhj11/7eanRUL49PJH8cdF0eCH3tMc6nUzRglH8tm6/X/I76QalB3iC8XoJe9kCiAMXPMPB3W6Pd6GofglAWSfTqENdVv+0AXeQWZ+SLHmYRiWJt+e88p8pdoCtf+zSvMZ2q4PFXy7j5a+f822zZeSweAsoUDyWFt39Gxovn0ti4gtT2bx0O0IIGnSoQ48RT/DHN6vISLFSv30tnhr2uOb3XjljbY6GlyRJVL039yHfnHDLyl1V1QQgwfs6VQhxACgKdASaeXf7DviL26zcM1IyNGd1qirsWXtA8zPLf1jNtCEzuZJwlcjYSJ4a9hgdXmiDEIKI6DD0Bl2AqyZJgvQUKw+aulKkTGGeG/s0jTrW1Tz+zFHz+Pad2dnK7bA5eanRUOacn4JJY2K70+Fk/YLNHN52jKJl47i/671YNMoWT+w5xfBOY0lKSEYIT8z+7TmDGLtqODNHzmXFD2u85WtWJFnClm7HHG4irkwhOr/RkZUz13Jg4yGKli9Cy+5N/ciKmj7WgCmDZ2jKr/PGex99JdCayYopg39g4ee/o7jcSDqZKW/O4NUp/ShdPZ6ImHBUVWX7h4uRsihgZ2IqQ1qOoFHHuqyduxEENHuiEb0/eBK9SYcjSJfjzcJoMdLiySZEF8qHwWzg/ica+6zhqNgI6resyuYVezVd7kxoNWx5oMINrIy2NBsn95/1YzfMhKIoHNpylDMHz/tNPFJVlYyUDHqUexFVVal+XxWe/ah7AAFeMAz76regVU0BkCTcsRHABdwuN2N7TmLNz3/jcrqpWK8cr3zd16/i6Mj245o5k8z2+WIVitLk0fraNL45wO32MFtqecYOu5PEkxfJVyBSU3na0m1Bq1V2r93v93f1ZlXYsnRn8Pi7CueOJNC/zmCmHfgUg1GPw+bgxYZvcSUh2We4bfhlK8d2nGT6wU85sv04q2atY9boBdzfpXFgOCqbqKzRYkBIEsPnv37TzKTZ4ZbDMn4HESIeWANUBU6rqhqV5b2rqqoGtJIJIfoCfQFKlChR+9SpU7k+n9PhpGNUD03XsFDJAsw4Mclv219z1jOu95d+8VeTxUifj56kY/8HSb2aRrcS/YJSmmbCaDbw7rzXAtqEty3fxbCHx+RufJtRzyuTn6PVU/f5bU+5kspLDYf6WPBMYUYMJj2frh/l91DbrXa6Fu9H6hX/VnFzuInvj31OVIHrXBvWdBtrft5A4slLlK9Thgr1y/Jyo7e5mpjsaQjxWumfrBlBqarX8whr5m5gTI/PkbwJI5fDzaOvtKfjgDY5lmvt+/sQgx94XzPWbQo34Xa5iS0Sw6WzSQEj3IQkkCThU5x6g44iZQtTsnIx1s7beEszOiWdhE4nI+kknHYX1ZpUYtCUfkEbl2xWB2P6f8eGP3YHPWbpKkVJOHkZ6433i6rgSrzkV6akN+po+nhD/l64JSDWqjfqeWp4Z34cOTfbe08IgSXSzOTdH1OweGBZbFYoikrD3uNzf61cCsY9ZzHtOYc5wuSdNXz9d7FEmpl+8FNiCnse4fceG8f6BZsDFKPBpGfWma8xR5iwpXu433ObZzqx9zSf9pvM/o2H0ek9ZZMvTHjGVzH266TfmTbkR1RVxeV006hjHV77pr+fgXTuaALPlH9J8/hhkWYWZskRnT18ngH1h+CwOnA6XNks1vDAM814/Zv+rJy5lk+fnxzwG5ojTNR5oAabl+7wVrB5vN+Hnn+A58Y+7dvv23fn8PPYXwKs99hiMTz9bmeaPJp9oUMwZBeW+ceskEKIcGAe8LKqqtkHsrJAVdXJqqrWUVW1ToECN9d6qzfoaflkk4CmAaPFqGlVfvtOIP2tLcPODyPmoqoqEdHhjFw8hIiYcCyRZt9c0xthtzqY9taPAdsXfr40V4odvEOkNbpHv3lrFomnLvluHlu6ndQr6Yx55gu//f7+Zaun9PAGuN0Kq370ZzY0h5lo/cz9PD28Mw3a12bGez9z8cxl3znsVgdpyemM6fG53+eaPtaQOecnM2hyP175uh8/JUyh9wfdclWHu2rW2qDXwpZmw2lzcuHkRc3ZnKqi+j1kToeLi6cvU6ZWKaQgg6pzgt6g57Vpz6O4FPQGHQc2HqZPlVf4qMdnjOs9iYn9p3Boy3UOHpPZwIXT2det2zLsjJk3kLiSsRjNegwmPfkLRSJnpAbUn0qyTK+RXSlfu3TAZDC3y8WCCYuDhgQzoaoqtgw78z5ZnOP3dStK7hW7qoKiYDjiocBwOdwBuQ2n3cXir5f7/u72VicMN5C8Gb3DTqYOmUnHqB50LtyHp8sMYMsfO3MUISnhKi/f+zb7/j6Eqqg47U5WzlzL0HajAdi4eBuT35hBRqoVa5oNp93Jhl+38nFvfwMuulBU0OSu3qsnTu47w3fvzmHFD2t456dBdHqlHdWbVaFak0qe+ncNrPhhDWnJ6Zw+eE4zEWpNtXmaIDPsqIonIW7PsLNo0h8c333dYO0y+GHK1IjHHG5CkiXM4SbyFYhk7Ip3ebB3i9uei4N/WC0jhNDjUewzVVWd792cKISIU1U1QQgRB2iTp/xD9J/Yi5QraWxZugO9UY/T7qRtnxZ01BhkkRjkYU25nIrL6UJv0FP9vir8lDCF/RsOk5FqZXinsZoZdS3eiNQruRhs7YXJYtTsVFs7b2OAwlNVlcNbj2FNs/qsmKsXkjUVo8Pq0KRYyIo1cwPPAXBy72lSr6b5hWfC8oUFLbnLipSkVDYv3YEkS9RvWzNXiiW3THngcbd/HDkfNWuZpbfiJCeYLEYeev4BPn726wCLacUPnok9QhL8Mf1PipaP49KZJAwmAyk2BdVoCmp5xhaOpmy14kxbP4zfv/2LSS9/S0qSinArnjC2UY9Or0PWybw162UKlijAh8veYcWMtUx6+RtsaTaPXnWrXE28hpAEOr1Oc9HOhNvpZsPirTw//plsv7NeJ1O6aH6Onws0IMLMBhS3gtXmAARyUhrmDceRbE4Q+OasZoXT7vRTUuVqleb9X9/kswFTOXs4AaPZQPt+D3D+2AW2zt3o86YvnLzIe53GMn7t+34VQTdi8dfLNBYUJ4e3Hef47lPMGj0/wDBz2JysX7jF7561RJipem8l9q474Hd/6Qw6Wj19H7M/WsCMEXNxeu//uZ8s4rHXHmLcquFs+m0bu4OEc2WdxO7V+4mvUtyvvyMrtAbtuJwuNiza6pvqZbIYmbBuJDtX7eXQlmNYIs2YwoycOXSegiULYNAYxP5PccvKXXju/GnAAVVVP8ny1q9AD+BD7/+//CMJg8BoNjJ83utcPpdE4qnLFK9QJOhg2SJlCnP6wNmA7dGFo/xiXDq9jnuaVkZRFMzhJk2mw6LlAgcENHm0Pke3H8+2Qw08rmupaiWo0dyfk1tV1aCTmAC/TtQqjSsgyTKefPZ1mMNNVL+vcrbnl7OxfoM1xmSHP779k4kvTPEcV3gSil3f6oTRYsgxxCUkgayTfYuN3qhDcSsa5GMybqfLL86rqqrHlXYrvkSqrJPo/HpH1szdyLkjCUREh/H46x0pFF/AM/szCFRFxWFzcmJ3Jm1xOgiBFCUQpkBqAiEEXQZ6EpxXE5P5YsBUzd/9nZ9fpWbzqn7X/MTukz7FfuO1KFYhjounLuOwO3G73JoLYOKJi7kaoDy0Zyv6j5nrR9SmkyWmDHmCKJ3M0+UG4LC7/DuAVTRDEwazgYr1/Ju0ajavxjf7P8Vhd6LTy1xNvMZTpfsHkHs5bE7mjFnI27MHBZX12M6Tmpzosk7izKHzQQ0WWS9z7XKqn0Ey+LsBDGw8lIxUq19Cff+GwxzacszPsLFbHfw8bhHNOjemTusa6PU67BqTsHR6z8zjOm1q8NHTEzVl0R7YIgWUUkqSRK2W93Bg0xG+fu17dAZPU5Wskxj9+9tUqHt76Qn+SVimMfAU0FwIsdP7ry0epd5KCHEEaOX9+19DbNH8VGlUIdsb/tmPugcMIjBaDPT6oKvm/pIk8dS7j2O8IelpNBvo9UG3gP3bPtuSuDKFfPsLIdAZdDw17DGeevdxCpcqSFzpQnR58xHGrBjm1y2rKAqju3+qORlKkgUlKhVl1597cXgfgAp1y1K71T1+shnNBkpVK0GdIBQLmWjTs1lAKEuSJareWymAryUnJJxIZOILU3DYnFjTbFhTPQmtmaPm0fzJJr6hEUFdZYOOLoM7UrJKccrVKk2/j3sQGRvpt8h45t4KzWSk0WJkyIyBvD1nECN/e4vfMn6k16hufHtoIn+45jDv8nTqtq7B6f1nbz5Wr6ooydc0vYNWT9Rn65/7mT3xDxZPWam5j5AECccT/RT7+50/4dcvl2nKorgU8heJ4Zdr37PUNitor4bOqGODxmzaGxEZbqZOxeK+JmtJeHIZb3+9hEvpNlDQpHYwhZv87g8hCQwmPW37tPDb7+9fttC/3ps8XaY/I5/4hN1r9vtCH1mhqmrQPoVMlK9TRpOTxe10E1+lGNWaVtYeZShLFI73D+cWKlmAH45/wRNvPIwkCVRFweVwsW/9IU2P1e10sX7hZmSdzBvfDdC8V/UmPdWbVcFg1HuNqtxBSBL3Pd4gYPvedQeYNXoBTrvTMxg+1Urq1XTeavdBtp7breCfVMusI3gOuEWQ7XcEDdrX5u05g5gyeAbnj12gYIlYnhnRhfu7BA87PPJiWwwmAzPen0vS+SuERVqIKhjJ6jnrKVgi1q+W3hxm4vNNo1n23Wo2/LqFmMJRdOjfhvK1PZ1+T78bnFRq3fxNbPh1K4qG1aS4VRKOX+SDJz9FCMHIxUOo2rgiw35+lSVTV7J02krcLjctuzelY/822XY8AnQb+ii71x7kyLZjKG4FWa8jMiacN74bkNMlDMBfc/7WrCGXJIlyNUvT8YU2bFy8DcWtsOCzJWRcy/ApaVOYkS5vPsKTQx+lx3tdUFWVxFOXqFivHFOHzGT36n2Ap8O1QPH8rJixJiBE5nYplKpWwi8RnIkzh87zdvvRJF9KQeCJ9d8KhNMJBgOyTsISYaJs1eKs+XU7tgwHeoOMoqg4hQw3MMC4HG6/eusTe06xbdkuTQUDHuu4RrPrfD/129di4cTA+b2SFEi3eyN2Hz1P/zFzsWc5l6KqOJxujp9LotfoORTsXBfmbcWZxbo1WYwM+LQXpw6cZfHXy7Cm2hAIbOl2hj38EW/PGURskRh+nfQ7k7MQjK1bsJktv+/UXIBlnUylBtqEfZlo/1wrH2V15kJpMOmp1rQSJSsX5+l3H2fDr1uwpdt9391oMfLsmO7o9DquXrxG0vkrFCtfBJPFiN6gZ+PibZry3AghhG8BbvpYQ3qPvsh3w2Yj62QkSUJnkBm9dKhvn2Ll4zQH04TlM+O0u30dq26Xm4FfPqtJ4/vblBU4rIFercvhYveaA9Rqkfsa9xy/3+2olvmnuJUmpv8Ka+dvZFTXCZ4aWtVjTeqNej78fShV761008dTVZVzRxJwuxVKVCzK2w99yOYluRt3F5bPwpzzkzGaA8sob+b8BzYe5sj2ExSOL0CdNjVyXBS08N27c5g5al6AS6o36unz4ZN0Gng9sX3lwlVmjV7Alt93ElUwH4+/+hCNH64HwK6/9vHR05+RkpSKoihUqFuWN74dQP4i0RhMBs4fu8BzNV7zC/PoDDrK1y7Np+tHBcjldrnpWqIfyYnJAVaypJNQ3Wqu4vV6s4H4+pVJOHMVU5iBqvXLsGXlvsDBE6qK60Ki3yajxcCEddcbZ36f/idfvDRNO1QlPMnAafvG+0IMBzcf4bXmwwNq9XV6mVLVSnD53BXK1S5Dz5FdfOc4f+wC+/4+xOeLN5FglLMdJm7QyxRNd5G2cBs6bwnwE4MfpkrjihzdcZxvh83xq0STZImi5Qrz1Y5xPF6oNxkp/l6mJAmKlCvMpTNXfEpfCE/vw1c7xubYeHXuaAKTBk5nx6o9GEwG2vRuTq+RXX1hjfPHLvDDiJ/Zu/YgscVj6DakE1WbVOKjpz9j85IdviE1TTrV5+yRBA5uOpLt+TKhN+iYum88RcpcH2939eI1dv+1D0ukmZotqvn1t2xeuoMRj43zC8MZTHrqtK6BOcKMJcJM+dqlaNSxXtBIwvBOY1i/cEvAdkukmcHfv0ijDtql1sGQXbVMSLlng1Wz1/Fh94maMbX4qsWZsvsTjU8Fx/Hdp3jv0bEkJVz11NfHhFOgWCz7NxzK1ectEWbe+G6ATzFqwZpuY+OibVhTrdR+oDqFSt7+IQAAh7Ye49VmwwIUkMFsYPKucZrDi29EwolE+lZ7FVuWhJkkSxQpU4hvDnzqS2juWXuAj/t8SeLJSyA8ntirU5/XrDDYumwX7z/+cUCYS5IF5WuXoWqTSqiKyq+Tfken13kqUW5QujqDDnORQriF5EugZeULyQpZllBTruHwdqWawozc3+VeBk3p59tnx6o9vPvImIAJUADl65RmxC9vBgye+Oq171j8pWdUmyRLqKqKkCSf9S8EGMxGxv35Lr99vYJVP65F1slk2ByoRh1pD1RBjQhOZ2wx6Vnw3lNcPncFo8XA0HajuXY5BYfNqVlIYA43MWjq83zce1LQfEpM4ShPtYjVyT1NK9Hno+433S2eW4zqNoH1Czfn2CmbHQwmPVP3jr+pebeblmxn6pszOXfkPPnyR3AtyTM5zWl3YQo3UqRMYSasG4k5TPvar5q1jvF9vwq4hgazgZ/OT75p1sx/q0P1robD7uTT5yYHrew4vf8sDpsj1yQ/tgw7r97/rl+S1pZu59qlFIwWQ44dleBxrzXLsbyt/5uWbGPbst3o9DKKoqAqKo+91oGeI7rkSsabQYU6ZWj9zP0s++4vj7UmBAaTgcdebZ8rxQ7w29fLA9xnxa2QdP4q+9Yf9HlG1ZpUYvrBT0m9mobBZNBsAMtESlIqqgZzjeJWiStdyFd73HXII2xbvhuDSU9YPgufvziNc0cvIISgyn1VOXb8Co6MnDlmDGYDj730KEc3HkJIggd6NKNe21p++1RvVoXogvmwZzj8wirmcJOmYgfoN64HLbs35e+Fm5H1OuaNX+zX26Cqng7Ycb0mkXjikncRcnripC4HYX8dIu2h4BwlNruLqIL5iC4UxUuN3iLx1KVsq5iEENitjqD14ABXLiRjNBt4e84gGrS/feyGNyI9JYP1CzblTEmRA9wuN7M+XMCgyf1y3tmL+m1rUb9tLRRFoWux5/xksKXZOXs4gQUTl9BtSCfNz5erVQpLpBl7hsO7YAsMRj0vfNrzluiQs0NIuQfB8V0ns+0q0xn16LJhALwR6xds1rSIhCQoXrEYZw6ew2l3ojfqfHw5N8Jld1Hzhpjc5XNJ9K83hPRr6b4FImv1wbxPFlO75T3c0zT7SppbwYDPetPsicb8OXsdsk6mxZNNAiorskPC8UTtJJKASzcMahZC5Kqdveq9FTXpCkxhRj+lmy820o+Gddq+CaRfS0dv1DPv6z/ZP+63XH0HnU6i88C26F4LPgxDkiQ+Xj2C0U9+yv4NhxFCULBELIO/fzHbUXFla5SibI1SJF+6xsyRczX3OXPwfEAcXgBSig2Ragtqvd9TzsORlJRwlUNbjuVYnup0OKl+n2eIxeqfNwTtZbBbHUwZ/MO/qtzTrqZrVozdLNwuhX3rD97SZ88cPEeGhifmsDpY9eM6TeV+6sBZXmzwlqcm3hsxkSRB7w+fpG2f2zscG0LKPSgskZaglLpCErTpeX9QjngtXLmQjNMR6ELaMxzUeaA6Ayf1Ydvy3ej0Or57d7amVVKsQlyg+/7q9yRfvBY00eaw2vlj+p//inLPnCZVrcnN5x4AqjeryuYlO/zCMuCplKhQN3AYRW5QsHgsD7/4IIu+/MPn+hotBopXLMp9nbMfYp1pOeUvnA+jSR8wM9WTMBPI8vVE3LDpfdEFaYDJitgiMXz853ukXEnF5XB5mm5y2cEZls8StFRV1gVJsgoQbsXnw2QObtHJEga9zOtPeTj9M1KsuSJXq9niHgrHF+Tlr/oiJMGqWetwBbGctXpBbidii8V4Bm/nkvEzO8RlibffDPRGPWqQ8mVjkIlM096c6S2Fvb6Qul0KP439hYcHPHjbmWP/cYfq3YoSFYsSV6qQ5qCCivXL8dy4pwPfyAZVGlfQJB8zh5uo1qQSFeuV48mhj1KrZTX0QRoatB7CTb9ty/bhzHTf8yJaPd2UqIL5/DjQjRYjTTs38kty3Sye/ag7b/34MnVa16BKowr0+bA749eMyDVvR5P2NTUVtjnMyPhFg+j9zsMMGP0EM7aPpGq9m1uEImMiiCkcfVMPst6gp33fVhgtN5bzGmn4UB3t8W46GX3+CAw6iYbVStKlVS1qVyzGE61qMntUD8oVz8zFqNl6qOCJTbfr29L72sDr3/Rn3sVvgiYNC+RAkfBPIcsy/Sf29C9V1vgOsl7KkdOl65uP3JIMRcoUpnDpQgG/oynMSPt+D2h+Zs+6A5rJ/GuXUkjxxu5vJ0KWezYY8etgBrd6n+SL1wBwOJy079uK/p/2uulVtlL9clRvVoWdf+7zKVujxUDp6vHUaX09NhpXupBmyZwkS5StGdjpl11jEnhutmbZlHzeSZjDzXyx5UN+HD2fdfM3YQ4z0aF/G58iuVUIIWj4UJ1bHkBsDjMyZu5APuj3DRfPediqCxaN5q2velGqclHK3ZN7Pv/bhWfHPIXL5WbptFUI4Wmueeb9J3igx/282GAIF09fxpZuR2eQkXU6ek3qTWTFopQrUYCShYOHfvLFRqLTydmXDgpPWWpWWCLM9Hivs19ZJHgWnGdGPPGPv29OaN61CfmLxDD7o4UknrhIpQbluXb5GttX7EXWSej0Oto915KFny3VzGeZLEbe+P5Fv4HVN4vh817j1WbvYku3+6aONepYl9Y979fcP6pApGZjJIhczfK9WYSqZXKAqqrs33CY5IvXqNywPNGFom75WG6XmyVTVrBk6koUt0Krp++jQ/82Aa3Hk16ezpKpK/2JzsKMfL5pdABd8OcvTWPJlBWaYRxTmJHare5h2NzXbiqEFMJ1JJ69AqpKoeL577QogCcxn5KUSkzhKJ8n6LA5+GvO32xbvouCJQrQ9tkWQYnRtPBOx4/Y+sdOTSK3zGSfVkxYVT1VRz+89zOpV9KIKpiPnqO60iabMY7/NtKS07l2OYVCJQsg62R6VRrIuaMX/HIKRrOBr3aOpVi53LFsZgeX08XWP3Zx5UIyVRqVz5bOe+m0lUx6ebpfpYzBpKfFk00YNOX5Wzp/qBTyfwyKojD340XM/WQRqVfTqVC3LM+Pf0ZzKLI1zcrgB97nxJ4zqOr1Jo9GHevSrHMjarW85z8bcRbC/ybSUzIY1WUCO//ai96gw2lzUrxSMareW5G2fVoEnfyUCVVVcTpc6A26PHevXT6XxPudP+HI9hPIskRYlIXXp/e/bdOObgaqqvLtsNnM/XgxOoOM0+6i0cN1eWN6/1serRdS7nc5Mr2LzHmY1ZtVyXMPWQh5H5fPJZGUkEyJSkWD1mn/ryIp4Sq2dBtxpQvdcS82I9XKuSMJxBbLT3TBfDl/IBuElHsIIYQQwl2If5XPPYQQQgghhLyHkHIPIYQQQrgLEVLuIYQQQgh3IULKPYQQQgjhLkRIuYcQQggh3IXIE9UyQohLwKkcd4RYIPvpxXcGeVUuCMl2K8irckHelS2vygV3t2wlVVXV5PXOE8o9txBCbA1W9nMnkVflgpBst4K8KhfkXdnyqlzw/1e2UFgmhBBCCOEuREi5hxBCCCHchfhfU+6T77QAQZBX5YKQbLeCvCoX5F3Z8qpc8P9Utv+pmHsIIYQQQgi5w/+a5R5CCCGEEEIuEFLuIYQQQgh3If4nlLsQoo0Q4pAQ4qgQ4s07cP5vhBAXhRB7s2yLEUIsF0Ic8f4fneW9IV5ZDwkhWv+LchUXQvwphDgghNgnhBiYh2QzCSE2CyF2eWV7L6/I5j2XLITYIYRYnMfkOimE2COE2CmE2JrHZIsSQswVQhz03nMN77RsQogK3muV+S9FCPHynZYry7le8d7/e4UQs7zPxX8jm6qqefofIAPHgNKAAdgFVP6PZWgK1AL2Ztk2BnjT+/pN4CPv68peGY1AKa/s8r8kVxxQy/s6AjjsPX9ekE0A4d7XemAT0CAvyOY93yDgR2BxXvk9vec7CcTesC2vyPYd0Mf72gBE5RXZvOeUgQtAybwgF1AUOAGYvX//BDzzX8n2r13o23iBGgJ/ZPl7CDDkDsgRj79yPwTEeV/HAYe05AP+ABr+RzL+ArTKa7IBFmA7UD8vyAYUA1YCzbmu3O+4XN7jnyRQud9x2YBIr6ISeU22LOd4AFifV+TCo9zPADF45lUv9sr4n8j2vxCWybxAmTjr3XanUUhV1QQA7/8FvdvviLxCiHigJh4LOU/I5g197AQuAstVVc0rsk0A3gCULNvyglwAKrBMCLFNCNE3D8lWGrgETPeGs6YKIcLyiGyZ6ALM8r6+43KpqnoOGAecBhKAa6qqLvuvZPtfUO5a8+Lycv3mfy6vECIcmAe8rKpqSna7amz712RTVdWtqmoNPJZyPSFE1Wx2/09kE0K0By6qqrottx/R2PZv/p6NVVWtBTwI9BdCNM1m3/9SNh2e0OSXqqrWBNLxhBSC4T+9bkIIA9AB+DmnXTW2/StyeWPpHfGEWIoAYUKI7v+VbP8Lyv0skHWkeDHg/B2SJSsShRBxAN7/L3q3/6fyCiH0eBT7TFVV5+cl2TKhqmoy8BfQJg/I1hjoIIQ4CcwGmgshZuQBuQBQVfW89/+LwAKgXh6R7Sxw1ut9AczFo+zzgmzgWQy3q6qa6P07L8jVEjihquolVVWdwHyg0X8l2/+Cct8ClBNClPKuzl2AX++wTOCRoYf3dQ888e7M7V2EEEYhRCmgHLD53xBACCGAacABVVU/yWOyFRBCRHlfm/Hc6AfvtGyqqg5RVbWYqqrxeO6lVaqqdr/TcgEIIcKEEBGZr/HEZ/fmBdlUVb0AnBFCVPBuagHszwuyedGV6yGZzPPfablOAw2EEBbvs9oCOPCfyfZvJjhuY2KiLZ5KkGPA0Dtw/ll4YmZOPKtrbyA/nqTcEe//MVn2H+qV9RDw4L8o17143LbdwE7vv7Z5RLZ7gB1e2fYCw7zb77hsWc7XjOsJ1TsuF5649i7vv32Z93pekM17rhrAVu9vuhCIzguy4UnYJwH5smy743J5z/UeHqNmL/ADnkqY/0S2EP1ACCGEEMJdiP+FsEwIIYQQQgg3iZByDyGEEEK4CxFS7iGEEEIIdyFCyj2EEEII4S5ESLmHEEIIIdyFCCn3EEIIIYS7ECHlHkIIIYRwF+L/ABuJyAJL1fvhAAAAAElFTkSuQmCC\n",
  19. "text/plain": [
  20. "<Figure size 432x288 with 1 Axes>"
  21. ]
  22. },
  23. "metadata": {
  24. "needs_background": "light"
  25. },
  26. "output_type": "display_data"
  27. }
  28. ],
  29. "source": [
  30. "from sklearn.cluster import DBSCAN\n",
  31. "from sklearn.neighbors import NearestNeighbors\n",
  32. "from sklearn import metrics\n",
  33. "from scipy.io import arff\n",
  34. "import numpy as np\n",
  35. "import time\n",
  36. "import matplotlib.pyplot as plt\n",
  37. "import hdbscan\n",
  38. "\n",
  39. "### 4 HDBSCAN\n",
  40. "\n",
  41. "name = \"cluto-t5-8k\"\n",
  42. "file_path = './clustering-benchmark-master/src/main/resources/datasets/artificial/' + name + \".arff\"\n",
  43. "\n",
  44. "# Charge le jeu de donnée :\n",
  45. "data = arff.loadarff(open(file_path,'r'))[0]\n",
  46. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  47. "liste = []\n",
  48. "for i in range(0, len(data)-1):\n",
  49. " liste += [[data[i][0],data[i][1]]]\n",
  50. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  51. "npliste = np.array([x for x in liste])\n",
  52. "\n",
  53. "### Calcule les Silhouette-score et les temps d'exécution pour divers min_cluster\n",
  54. "# temps = []\n",
  55. "# mesures = []\n",
  56. "# nb_cluster_size = range(2,50)\n",
  57. "# for i in nb_cluster_size:\n",
  58. "# t1 = time.time()\n",
  59. "# ### Appel de la méthode de clusterization\n",
  60. "# model = hdbscan.HDBSCAN(min_cluster_size=i).fit(npliste)\n",
  61. "# t2 = time.time()\n",
  62. "# labels = model.labels_\n",
  63. "# mesure = metrics.silhouette_score(npliste, labels, metric='euclidean')\n",
  64. "# temps += [t2-t1]\n",
  65. "# mesures += [mesure]\n",
  66. "# print(\"Mesures :\",[round(num, 3) for num in mesures])\n",
  67. "# print(\"Temps :\",[round(num, 3) for num in temps])\n",
  68. "# ### Trouve le nombre de cluster maximisant Silhouette-Score\n",
  69. "# min_cluster_size_max_score = mesures.index(max(mesures))+2\n",
  70. "# print(\"Min_cluster_size maximisant Silhouette : \",min_cluster_size_max_score)\n",
  71. "# Calcul les clusters pour le nombre maximisant silhouette-score\n",
  72. "t1 = time.time()\n",
  73. "# pred = hdbscan.HDBSCAN(min_cluster_size=min_cluster_size_max_score,min_samples=15).fit_predict(npliste)\n",
  74. "pred = hdbscan.HDBSCAN(min_samples=None).fit_predict(npliste)\n",
  75. "t2 = time.time()\n",
  76. "print(\"Temps de calcul : \" + str(round(t2-t1,3)) + \" secondes\")\n",
  77. "\n",
  78. "# Affiche le résultat de la clusterisation\n",
  79. "#plt.figure(figsize=(10, 10))\n",
  80. "plt.figure()\n",
  81. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  82. "plt.title(\"Clusters in \" + name)\n",
  83. "plt.show()\n"
  84. ]
  85. },
  86. {
  87. "cell_type": "code",
  88. "execution_count": 4,
  89. "id": "a9fddea2",
  90. "metadata": {},
  91. "outputs": [
  92. {
  93. "name": "stdout",
  94. "output_type": "stream",
  95. "text": [
  96. "epsilon : 18.255\n",
  97. "min_sample : 120\n",
  98. "Temps de calcul : 0.102 secondes\n"
  99. ]
  100. },
  101. {
  102. "data": {
  103. "image/png": 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iqUtu935y9xkmvzeTZ8Y+xuVz8fl+Lzk4bE42zt2Gw+ZZctVgNtCu7y3M/Gw+f348L/e59LVCA0i+nMqnD48jJS6F9ne3ptv9HXmjx4dcPH0Ja6YNRRGsnraBlyYMw5phJSsty20AclgdnNxzhhO7TlOvdW23tqWUzPlmETM/nU96UgZlqkQy7ItHKFMlAqF4HwgObzrGhwPHFuo9UZ0q7/T9lMwU9xrb879bQvNbm+Sqp5IvpzB/3BIObTpG5XoVGfBKH6o1qFxg+4Vl2W9r2DBrK3arA1dlQ9c789Ggrxm/9ZPc41LiUtEb9bmr+rwY/YzYrQ6cdvff1W51MP75X4iPSaJem9oMHfMANZu6KieOGfwNu5bvw5rp+p1P7z/Hxnnb+XTp29dV1fb/QrjP+HRewYI9G03V2Lf2EGcPnqNGk2oFn3AVWxbsJD0xw02IqE6V9KQMti7clauKuBopJRNfm1pswX6lHc9tnz86njXTN+WqiRZPXMn6v7Yw5dR4gsOD3Prw9ZMTCvyuTH5Gej/d0+s+u83BhwPHsm/NIRS9DofNgRAi99omfyPNujXKFTA7l+31mAVrmmT3qgNIKXMf/qWTVvPziD9w2Fzqge4PdWb49096zByllIy6YwzHd5zKfTlnj12Ipkm33yT3eE1y8dQlqjWsgsPuYMfSvR7C2251sHLKep4Z+xj1WtdyGQ4Kgbff0mAyEFY2hLuf68VjdV4o9HN5cOMRVIeGlJJDm48x/eO5ZKZmZQsq13dms9gZ9/yvdOrXOleQXM3p/edyv/uU+FSObDnBjqV7WTVtQ25f4s4n8OXQHxj2xSM+VyhSwt41h4g5cZHKdSt6PcZutbN+1lZWTdtAVpqnl5A108bSX1fRsnsTLkXF8VyrN7BmWnHYnBzecpw10zfx4d/ebRPF4e8flmG96vvWVI0z+6NIuJBIZKUIAGo1r47T4TmAKzpBs64N2bv6IJlpFtTsY/QGHUjJyWz15Y7Fu9m/9hDfbhqD0+50E+zgWgEc3nKcfWsP0eK2krk3b/y/EO6JsUVzVxKKwqm9UcUS7tHHL2LJtHpst2baiD7m2ys0K91CaoLvmVtu34TAYNKjNxnISnWfCRn9jPQa0s1tW1x0Aqv/3OjRTkZKJtM+msNz3zyeuy0tMZ246ASPY3PwD/bD6VBp2bMpD70zwG1fWlI6y35bw/LJa7lwMtZNkCo6BT9/M2WrleGup7rT95nbc/fp9Dqvs1tFd0UPun3JHn54cZKbsFw9fROalLz+63Nu5x3adIwTu067zbrsVgeKjxmo06ESUsbl+SM16VMN5nS4+lj3llo06dyAgxuO5F5DCO+D6tX3U6tFddr3aUW/F+5EahKHzZH/SXmvb78ibOwWB3ZLqvfrKAJzoJ/XFZMQgkp1XLW6p300mxmfzkdn0GFJ93xebVl2Fv+yinLVynDuSIzHfgC9Qc+5IzFehXtWuoUX2o0i7nyCz4EGyBW2k96aTmZKJlr296+pGrYsG98Mm8DUU9+XyAzXVz8URcGa59nyCzAz9JMHmPTWDLfBV1Ml2/7ZTfeHOqM3Gti1fB9h5UI4c+Cc23copUuAT3p7Os26NvKY5YNLjbpv7eHrKtz/8yl/s9ItubObwiKA8jXy9wTxRbWGlfEL9FQZmANMVG3oe4lpDjAVqL80+hkZ+skDzIiZyDfrPyQwNABzgAkEmAPN1GlZg3tf7u12zsqp6322t2nedo/2fRFRKZzXfn2WCXu+4MMFb7iply6cimVI3ReZMnoW549e8Jgha6qG3eZgwp4v6P/CXegNeqSUHNl6nBpNqqLTuz+GeqOeLgPb577Qf46Z6zELtlvsrJm+iax014wwZ2VwbPtJry+Tpkl0Bnf9t8Gkp1WvZoSWCQFcM1ZvDgZCEbS/u3Xu5w//HsmD7wygfI2yRFQMo/tDXbyH7+XBHGDipR+H8ch79xEUFkhAqD+mIho3C4PD5qTrfe0xmgxuCwy9QUfZamVo2qUhu1bs568v/sZudXgV7DnEnoljzD+j8A/xbjhVHU4q1/M+a5/91UJiz8TlK9gVRdCwfT0Adq88kCvY85J4MalQk57C0HlgWwwmz/lsQKg/FWu523fufbE3z3z1qMekwJZlZ/W0jfR5uidTToznnb9e9b4ilHB8xylCygRj8PJeG/2MhJUNucY7yp//vHDfPH8HBmPhFyg6g46yVSNp3Kl+sa7X/u5WhEQGuxnSdAYdoWVCaN/3Ft/X1eno/9JdHi+8EAK9UU+1hpV5e/rLDB7Zj+DwIGo2rcaf537i+e+G8tjowYye+zpfr/8Qo9l4Vbu+f2L9Vd+LX4CZdr1v8dhu8jdy32t96TKwPVXqefqnfz/8NzJSMr0aT3PQVC1X3WG3ORjZ80PeuP0jTu2Ncr3UwqWy8As0U6VeRYaPH5p7btx576sJRREsGL+EwZWGcbt+kMuL5WISBrPny2TyN9Gpf1v8As34BflhMBu45fbmvPnHi7nH/PHhbK9TcCklQz4YlPvZYDTw4Kh7+eP0D8yM+ZmH3h1YoBeK06ESHHHFD1qn0/HY6EElLuCFgGbdGvHt5jE0bF8PRaegN+ho1Kk+I6c8jxCChT8sy1fo5lC1fiXOHjyP08vKSm/U06hjPZ868fWztha4MtE0yZ8fzyX6+AUCQvy9HiMlmIvodiml9DpI3/9Gf8pUjnBNiLLvwexvYuSUF7x6zKQlZnhdMTgdKtsX7wEgKCzAZz8iK0fQeUA7r/sUReHWBzoW6n6Ky39WLZN8OYVN83ewa/m+QhnAwLV0btmjKSN+f77Yy0C9Qc+4rZ/w0yu/s3n+DhCCTv3b8Ow3Qwq0jj86ehBOh8rf3y8DKdEb9Tz24WD6v3AXJ3afZvzw3xg94EvMASZ6P9WToZ88wB1Db8u3zdse7MRvb0/3mgTizie6e2x77bdneafPp5zadxa9waUy6TqoA/1euNPnNfauOZSvVw9A7RY1cgeevz5fwJGtJ9wGA6EIIiuF88rPT3v46zdsX4dN83d4XEPTpJuhPPbMZRZPXIneqHPT84Nr5vrKxGEYTAYunIwltGyIR/DRka0nvKpXzAEmr8a1HCrWKod/sJ9Pgakz6KjdooaH90+/F+7CL8iPPz6cTVJsMpXrVSQzJYv4mMQCv09fVGlQCSEEZatE0LRrQ84fu0B6cgaHNh3jpY7vUKtZddITMwrV1v2j+vHJg996Xfk2v61xvq6wpgIM7jk4rA7+/Hge/V+6i99GTXdTgxhMetrf3brQ7ptJl5IZP/w3ti1yuVW369uKF76/4qUWGBrAxP1fsXraBvauOUT5GmXoPaynT68ss78JnUGHepXdQadXcvtk8jNx5xO3sey3NW7PiMnfyMPvDmT+d4tx2B2ulV32TxoYFsAH80cWOhCwuPwnhfu6WZv58vEfEcLllubNOHI15kATL//0NN0f6nzN1w8rG8Jbf75cpHOklEQfu0i73rcweOQ9OGxOgsIDiDoUzdZFu/jkoe9y3R4t6VYW/rScuOgE3v3r1XzbLVu1DH2e7snin1e5CYyKtcox8FXPKMnA0AC+3TSGqMPRXI6Ko0bTam5uYt4wmPT5DqAGk4GH3xuY+3nZ72s8ZvlSk8THJFKreXWPgfWxDwazc/l+bJm2K7EDOoGmajiuEjw2i53IyuWJrBxB9LGLSE3DHGjm6a8fA+EK/vJlSylfoyyXzsZ5bNecGuEVfLuxKorCG1Ne4L1+X6A6nLnPmxACg9lAzabVGD1vhNdzew25lV5Dbs39fPH0JUb2+JC0pHSEEC61UyHlvNHPSN+nb0d1qrzS5T3OHY7O7UuO8e/4jlOFasvkb+TUnrNuto+8BAT55St0+z7bi59e/t3DgHk1mqpxYtdpRk5+nnOHo1kxZT0GswHV7qR+2zq8+sszheqvw+7ghfZvkXghOfdZ3LxgB/vWHGLMP2/SsH09hBCY/U30HtaT3sO8OwTkpct97fjtremeO4Sgy31XZuTPfPUYmiZZ/vtahHCt7IZ+8gAhkcHM+GyBm70khxxvsevJfy6IKS0xnQeqPIPdWnivE0URhJYLZdrZH67Jv724xEUn8HbvT7h0Jg5Fr6A6Nfo83ZPVf27AZrFjtzi8Ck+DycDkE+MKFL5SSrb8vZN53y0mMzWLno90pc8zPTH5FU8lkHw5hbUzNpOWlE7LHk1Z+cd6lv22Jt9zDCY9nQe0Y8TvzzOgzFCv3hNCEZSrVoaIiuEMHnkP7fteic2IOhzN5HdnsnvVfmyZdq/L7hyMZgMGswFLutXN20PRKVRvVIXXfnuWurfU8jhv39pDvNP3Uzf9vtHPQJcB7Xlj6gv53h+4Vg6LJqzg0tk4GnWsT/XGVShfvQyValco8Ny8aJrGoU3HOLbzFL+M/CN/4Z49IzQHmmnYvi5jFr3J398v4/d3Z+arJisIvyAzfZ65ncUTV3r9rboN7sDbM17J9x7GDv2R9bO3IoR3z6Gc/ne8pzWj540kMy2LlPg09qzYT3jFMNr3beVVXeKN9bO38tUTP3oEgIHr2etwTxvemv5SodvLYe1fmxk79Mdcu5Dm1Bg+/gnSktKJORFLow716Da4AyY/E9YsG2kJaURUDEen1/HFkO9Z9cd6j9Wgf7Af781+jVt6Fj4ozRf/byJUHXYHY4f+yNqZmz2WtUIIylSJoHyNsrTs3pQN87Zy/sgFAGo0qcpdT/WgfuvaXmeOhcFutbNmxma2L95NeIUw+jzds1A5QaSUDGv6GuePXcg3MMYXdz9/By+Mf6LI5xWXXSv2M/reL5Gaht3qwBxgomH7uuxZfbDAGabLDbIxu1bsQ/NihMqL2d/Eox8M4r7X7s7ddv7YBZ5tOaJAA3lAiD+WdItXAx24ImR/P/YdEV5m42tmbuLHl37Hkm2o7f5QZ4aPf8LDlnE1BzceZeKIqUQdPE94hVAeemeg24y8qGiaxuP1XuTi6cv5HucXZKb3Uz3RG/UERwTyz8SVXI6K82rkKwo6g47JJ8YxrMlrXiNm35v9Gq3vaFFgOzEnLjLlvb/YMHeb1+dbZ9DxyoRhzP76H6Kz3wFFp2A0GwgI8ef9uSNo0LZOgdeZ9tEcpoz+y+czaA4w8eovz3Lr/UXXc2emZrJz2T6EEIRXDOWdPp/hdKjYLXbMASYMJgMRFULRGw3c+UR37nqqO3qDng8GfsmmeZ6ptfyD/Xhjygt0uKe1l6sVjf8Xwl1KycgeH3Jo81GvyyAhBPe+3Jtnvnosd1tKfCoTXpvKxjlb0Rv1aKpG5boV+Wz5O0XSh1mzbLzU4e0rASU6BYNJz2u/Plfgw3R6fxQvd3qnUAYubxjNRt6b8xpt72pZ4LGaprHstzUuf99MG50HtmXwyH6FTnjksDu4r9yTZF7lgmnyN6KphXPtK4zb4JV2Tcy+/GtuwNJfX/zN5Hdn5KtmM/kZ0Rt1ZKb6zr5oMBm4/81+PPr+IK/7NU0j+XIqASH+hdL3Htl6nJE9PrxK52ri8TH3M+Bl3wnC8mPPqgOMHvBlvt4sAFUbVOJSlCvbpsPqyHdFUxT0Rj3NujXinufv4OMHvgUkToeKXq+jx6NdeOnHYYWeBC36aTkTR3iP4bj1/g5sXbTb5/PvH+TH9OgJBAR7N7jmsHHuNr4c+kO+31fLnk35fPm7heqzL55q+hpRh8773G/yN9G0a0M+/mcU62dt4fPHxnvII4PZwOzYXwgI8W2MLSz5Cff/jLfM3jWHOLbzlFfBDoCAFVPW8kavjzi24yQAG+ZsY9O87ditDrLSXOHvZw+d57OHxxXp2osnruDCydjcB9Tlo2vn26cnYs8j8GwWG8smreGzR8cxZfRfxMckkpaY7lOvWRjsVjuzvvy7UMd+9eRP/PTKZM4cOMfF05eY9+1ihrd5s0C9aA4ug6On8LBl2dEZdOiNBefkKYrs0ekVzufxsdYbdAgfy2ohoFKdCrw1/eXcYBRfOGwOoo9d8LlfURQiKoQV2pA36Z0ZHgZXW5aNPz6YnesfX1Riz1wu1Eru/LEL2C127Jb8VVVFxWl3cmjjUc4diWHsmvdpcVsTGneszys/P83LPz1dpNWt89ZgEr6vSOrC2qRPrIajvUuoGcwGAkID8h2sNU1jw+ytgGsCd2rfWQ5tPub2XgE0v61RgQ4LUkrSktJZ99dmNs7b7jUeJT/SEtOJOZF/BnNblo2DG45wZOsJAsMDvK5QazSpWiKCvSD+MwbVgxuP5BocvSE1SXpSJntWHuDw5mN8uvQdFoxf4hEhqDpU9q87THpyRqFntOtnb/XuTSFcoeuNOtQjPTmD4W3eJOlSCtZMGwaTnjlfLeL9Oa8VyuCbH7Fn8l+6g8tQt27mZjeVhsPmJOlSCqv+2EAfHxGneclPX2nLtBJSJoSUOO/BNcXBaXcSVj4093PnAW2Z9LangctoNvD7se9yE1FlpGQy/vlffQ5aRj8j5WuUZdzzv3DpbBwtezTlzie7Fzg79MXZA95nck67k5T4NCIrhhe5zUKrB6/jwttmsTPn64X88eFsVKeK5tQ4tuMUBzcd46UfnypU/5Zc2MPYc0vQyrtsWVoVI1mjKhD8VTxvPv8Eyyev9RqXkIPD5iAlLo1zR6J5p+9npMSnuXzPpcuzq8vA9lizbLzc6d18JynmABMVapTlgcpPozNke1Npkvfnvl5o3ffV8Ri+++zk0KZj7Fq+z6tq8OzB86QlphMcEeTl7JLjPzNzDy8fhsm/cO5Xtiw7E1+fSlaa98FA6JQiqUl8CQVN1XIDmv78eC5x0Ym57TpsTqyZNr599hceH/OAm7+z0WzA6Gd0Cyoy+RtRdN5fpqSLyZw96LMIOgDHdpzyCOIBV9Te3jUH87/BbBq2r+u1DbgSledrf37ojTqP81x+1PXdjMVlq5Zh+PdPYDQbMPubMPmbMJoNDP/+CbcMgz0f7cq9L/fGaDageHkh7RY7Mz9bwD8TV7Jz2T4mvzuTYU1fIy0xvch9BzwCYHIQiij2C1yvdW3qta6N0YvPflEQinDLD+MrV4wvUuPTsVvsqA4VKSW2LBurp23gwIYjhTr/22NLcMirJi96AW9Xo8vA9jTqWD/f4DmDyUCjjvUY0eNDLkfFZefNsZCVbuGLId8TffwCK6es4/K5BA/PqZz7NQeYaNihHiv/2JAbuJWVZsGSYWX0vV+SmZbl5cqeBIQE0Lhj/QJX2kazgfDyoT6L0yhCkHw5pVDXvBb+M8K92+AO6HSFFyxnD56jXZ9bvGbtCy0TTGSlws+27n7+jtzAiByEEERUDKNGE5dRdeOcbV5nKPHRiXQZ0JaPFr5Bu7630KBdHR557z6mn/+JZ78eQoN2dWncqT5Pf/mozwyDqqoxdfTsfPsYUTHM6yxPb9AXmJc9B51exwfzRvoU4E6HWmT/7JAywSCvpBvISa/Q4rbGvDf7NY/j7xzanWlnf+TZb4bw3DdD+OPMD9w51N1fXwjB42MeYFbsL3y5+n3a9fEePJbTV5vFTvKlFGZ+vqBIfc/hsQ/v95hYmPxN9H/xriKlX447H89nj47nvvJPMrThy3Tq35Z7X+5DWPlQgsICiyyYTX5GKtQsx5h/RtFlYDuadGnAsC8eYcrJcW4rIl/o9K4AqKuxZdlYP2tLgeerUiPF4V1wpjktODWVPsN64hdg8poewhxgovltTbBl2bLdYN33O+1O/v5+GX//uNxrjh6D2UC3wR35bPm7NGhb26uKRAjBlr93FngvObwxdThlq0biF2T26cuv0+voNKAtdVp6L6Zjs9h9qjhLkv+MWiYoLJDPVrzLB/d+WahcMqFlQ3h09H1sXbiTjNQs7BY7Or0OvVHPa789VySdYrs+t9DvhTuZ+83i7OhOSWBIAGMWjcptx+Fj6ampLuNdi9uaeOSZ6PN0z1x1yZJfVuWrFjm550y+fWzSuQFh5UKwWexuulydQUefZ9xVMlJKNi/YwYop65BScvuj3ejYvw2KotCkcwOe+2YIE16b4pETRm/QYQ4wkZ5UuCAZo9mILcvmUkvlqKYEVKlfiU+WXMkIeSY5ibVRZzHr9dxRqw4R5UK566keHu3ZVZXDcZfxMxioFxFJQEgA9VvXZvfKAwX2xWF3snnBDoZ98Uih+p6XVrc3Y+Tk4Ux4bQqJF5MxB5gY+Gpfj/w7+ZF8OYVnbxlJRoorm2NKXCq/jvqTO5+4jVkXfwHgmRYjOL0/qlDtNepUj0792nLXUz3wD/KjzVWeLW9OfYE3en3kW60jIKRsCJY0i4faUAhRqHS1OqHkjd3xINWRRUREED/u+pxf3piW65HiF2gmsnI4dz3Zg56PdmX9rC1IL62oTo1lv6/FafduyNfrddzz/B006lCPDXO2oqme6k9N0/JdpSemZTJlxS62HjlHZEgAj/ZsxeQT49i7+hCXo+LQmwxMeW8m6UkZSOlKIfz+3NfxCzBTNZ+MluOe/5XT+6MYPu76ebr9Z4T70e0nXS9XIWoamvxNPPj2vYSXD+PXw9+w5JdV7F93mIq1y9Nv+J0+s9z5QgjBE588xD3D7+Tw5uOElgmmSRf3IgARFcJIvpTiea4iiDkR65GGNS9Z6RZ2rzyALR/f/Yq1y+fbR0VR+HLNaMYM/prT+6IQikJgaAAjpwynQo1ySPUiWJeDdPLL+7Es+vlE7kO/b80h2s1txVt/voQQgtuH3Mq0MXNzS+fl3Ed4+VC6Du7A7LGLcj1nFJ3i0zDoLRZBapKYE7FcioqjfPWyjN2ykd/27kEiUYTg443r+KLH7aTa7Kw4fZJwPz8eadqCuIwMRq5eDoCqScoFBPDr3f25sOZEoSOUfYXAF4YuA9vTeUA7bBY7Or2ColOK5FM9f9wSLBnufvm2LBuLf1nFg2/dS1i5UIaNfZT37v4s32hZcGUvrNG4GgNf7evzmJY9mvLkpw/x65t/et2v0+uYuPdLHq7xnMc+g9lQ6GC/Sn7hxFiSPLabhI4Qg+v7Llu1TL4+8407N8gNwnLvo4LD5vD+fAnXqjAnWKjDPa1Z8suq3GdaAo7KIWTVLctWYaPq6Ys0q+X+3ielZTF4zDTSsqw4VY3TsYnsP3ORF/t34v7brwyWtz/alfNHYxCKQpV6FXMndHqD3qd3mNPuZOmvq7n3pd5UrJX/u1tc/hPC/dCmo7x5x5gC0+Xq9DqMZgMPvHUvdz3pmvkFhQUyeGQ/Bo/sd839SEqzcS7VTqw1hbKXUqlQ8YofdYvuTTi976zHD230MxJeIdRnm/vXH+bdvp+5QqB9TIEMJj0PvzvQ+848lK0Sybgtn5BwMQlrpo2KtcqhKApa1mxI+xCQaFLlkeEaJlGWaV+7Hjprpo2tf+/kiyHjsVscZKZZSEtMd1PBSE1y4dQl5n2zGKEIV2rbciE07tSAzQu2FymVsQCWT15HUKdq/H5iDzbVfYXw0rIlmHQ6rKqKAJaeOokmJU7tykt+LjWFh+bN4m21FopOoBUg380BLjXKtXDx9CW+fXoiBzYcRQhBh3ta8dJPwwrlVntgwxGv2TGNJgNnD54nrFwoLbs34eMlbzHpremcOxpDxZrlqFyvIutnbXUTcJoq+WfCCiIqhOX7XAwacQ+zv1rkNY987ebVCS0TwqhpL/HpQ98hFIGmuZ7BwSP7eZ2MSClZenEfs85tIVO1cWu5RrzaoA8j9kxD5Ur/9ELhmbq90CuFU6OWrRLJ3c/fwT8TVuQKZ5O/EadDRfMxcFeoWZ7Pl7+TK2ibdmlIu7tbsXH2VpxODQToEzKx1YXl+0+x7kgUj/S4hWf7dshtY+qqXaRnC/YcrHYn4+dv5p4OjfHLDngUQlCtYRXiUzL4a/1+NE2ja9NatOzZlBmf+a4joegU16SyVLj7ZsLr+edBF0LQsX9rnvzMVYCgpGt3Sin54ZvlLPtnPw67E0Un+GPSRl58/U569XZZ4vs83ZOFV+sGBYREBNGsWyOv7dptDt7v94XXqLscDGYDo6a9SNMuDQvd37zeG1KNzxbsrn4pAkx+cN9zcWxZFsKZI66MgLbsLIyamr+eMMdjwZX6QWXklOd5p086u1fsK7QbpM1iZ/bYv4k9UQVLm0hXp/IgAWv2ElviUsdcjQQy7A7UhmHZM2gv+bkVgTnQjNPu5I6ht9Hj4S6F66AXMtOyeLH926QnZ+QOelsX7iLqcAy/Hvq6wFl85ToVOLrtpMcs1Gl3UjZPdZ9mXRvx3eaPcz+P7PGBz5XR9E/m0apXM+q38R4EJITg5QnD+OyRcW7vj8nPyLAvHwWgY782TD8/gc0LdmCz2Gnbu6XPXCxfHFnI4ot7sKquVdufZzex0nyQL1o+xMSTqziTfplIczBP1LqVuyt7dc32ybAvHqFJ5wYs+mkFWekWug3uwILxS7l46pLHsTq9wnebPyKsbKjbvQaHBaLoFITTNUgJq5PADadJNxuwVgllyspd3N2+EZUiXdkatxw5h8PLd6sogjMXE2lU/YpQXrT1MJ/MWA24ZurjF2zimT7t6di/Dev/2uw1qExRlOvqMVOgcBdCTAL6AHFSysZX7Xsd+BIoI6VMyN42CngC19v0opRyeYn3+irOHsjfU8QvyMy+NYd5utlr3NKrGc998/g11zqMvZjM0UMX2LrpBFs2HMeex7/e5f6kMfbjRfz642r69LuFQQ+15/05r/H5Y9+7vA9Ujcp1KzB63gifL/6+NYd8Gl10eh3VG1Xh2W8eo1m3xl6PKRS2NXizqxuMks59UnKFO1CgYM+LlJCZksWoOz92pVXQ6QqtHgGXR5OzGBG7V/UCpUIgvR6/lRVT1ucOrEIRVK5bkdcnPUdKXCp1W9UqlrtiXlZP2+jyNc+zmnE6VBJiEtm35hAtezTN9/wBr/Rh3awtbkLWYNRTv01tKtfxnb6gfM1yiHWHvRqynQ4nS35d7VO4A3Tq35YPF7zBlNF/ceHkJWo0qcrjH92fm4oXIDgiyGuSOYALWUlMPLmK7YknSbZnuu1zSJVEezqXLalM61hw+ob8EELQ4e7WdMiTellTNX5/Z4bHxE7TJE81eY13/3o1d+JkybSybNJaj9WRcGr47Y7GUSUUBcGWw1Hc19U1ISsbEsCpC54ZSZ2qSljQFRVefGoGn8xYje0q1dGEf7bx5+cP0aRTA8YP/9VjENYZdLS+s+Ao3+JSmJn7ZOB7YGrejUKIKkBP4HyebQ2B+4FGQEVglRCirpRX+0JdO5mpmSyfvI492RV78sOWZbtS8u7vnWz/Zw9lq0bS/LbGPPT2gCIJelXV+HLMQjauPYZTVQsUeCnJWUz7fSNLF+3lp8lP8dfFnzl/9EK2323+NULzC4BRnSpnDkTxdp9Peearx+jz9O0+j80f3/0XyrVZ861ZNtcApUlXbnEf1jVFr9C0S0P2rT3ktj9obyIZrSKRpuIVLHdqGq0qVKLP90/SontTZo9dSNSh81gyrFw6e5kVU9byzFdDilw02htnD53z6metqhoxJ2ILFO41mlTj/bkj+GbYBFLi00CTtO19C69Pejbf8/q/cCcrp6736oklNcnSX1dz5sA5Xvj+Seq18synAy79e0H988ZlSwqPbvmeTKcNzcdzZFUdbE88xcBq3lPfptgzmXN+G3uSzlI1IJL7q3Wgsn8Em+OPsyfpLGXNwdxZsQXhJs+Yk37D72TX8n3sWu5ez1dqktT4NN7p+yl/nPmB0Oz4C1+uxEp2VKuiCPzyrOof6dmKPacuYM3z3ep1Co2ql6dixBVV2/r9p72nBlZVVuw5wTNP9yS8fCifPzbelY5YlQSE+DNm8agS1yK43VdBB0gpNwCeFhH4BhiJ++t6DzBTSmmTUp4FTgFtSqKjeYmLTmBI3Rf5eeRUti/e41VXCS6hIYRwWxJJ6RKMsWcus2LyWp5pMYJLUZ6ZAH3x95ydbFp3HLvdWaSZbFJiBr//vBadTkeNxlULVfy5WbdGXg1JObh8y+1MeG1qkaPtcjF1BzxnyE6Hwo415fELKloubY8+Zs8opQSka8WR16VTb9BhMOrZt+aQh+A3n0ojaGc8wlfUcR4MioJZf2Wu4qc38HCT5lQICiLJYmF6+lkO7z2Vq+Jy2JysnLKeDwZ8eU33B2DJsOTm974aRadQvXGVQrXTuldz/oz6iT9O/8Cc+Em8P/d1r5GMSbbz7Eyczq7EmYTW1fHy7497ae0Kx3ec4tWu77J6+sZC+3QXhqlnN2BR7T4FO7g8Zsr7hXrdd9mayqCN3zL5zHp2JZ3h7+idPLLlBx7Y/B3vHZjFjHOb+enkSvpvGMu+5CjPtvU6UuJ8F/LQVI21MzYDEFkp3OsKWQJqGdfAoUlJ12ZXBsDWdavwUv/O+JkMBJiNmAw6mtWsyNhh7oZqVZNeVY5SurxxwGXQfWvGy5gDzDgdTtIS05n+ybwS/T2uplh+7kKIu4ELUsr9V+2qBOQtDx6Tvc1bG8OEELuEELvi4707+/tiwquTSU1IQ3V4X7brdAo1m1al871tvRZuyEF1amSlW5j20ZxCX3vh3N3YilAeLQcpYcPqIyTkUwT5agKC/Xnll2cw+RnzDQ7SG3Sc2HW6yH0CELoyEPwuYAKMuBZzJgxhTzPkk9GMnjeSBu3rFBi4IUThAmQ0VePOJ2+jbLVIVyyBED7tJQIoN/88vQ/rCDb5nl1XCAxk/uCHeK19R5qXK0/HKlX5ptedvNW5K05NY+DsGez+Yys43d9Au9XBwQ1HOXvwHCnxqcX2O5720VySL3tG5grhyv3SpHODQrclhCCiQhj+Qd6rH+1I+JMZUc+wLX4Km+MnMfXsEI63GEuTUXb0ZsXnb2C3OBj7+A8MrvAUf32xoMB+OB1OUuJTUb3YM3LYmxSFU+avOjMIHQOrep+1Tzy5knSHBbvmmpypSGyag3OZCVhU1zNh15xYVDtv75vp8ftYMiycPeg7z4vd6iAl3vW7GIwGHvvQvTiKBNAryI618DMZ+OrpuwnyM3HyQgJDvpxJ6+Hf8s28DfRsWZfvnuvHvNFD+OXV+wgNdP9tujat5fXZMeh19Gjp8taJOhzNR/d9RfKlFJwOFYfdybZFu3i/3xf5fn/XQpENqkIIf+BtwJsewNuT5fWNkVL+DPwMrsRhRenDjqX5GOcEtLu7Fce2nyRm0e4C055qqsb+tYcLfW2LpXgJvgAyM+081H88FSuH8eZ7/ajXsGCXy+4PdqZB2zqs/GM9q6Zt5JKXVAOqUyU4vHCpEnKQWiY4T4ASieI/CGnqBNZlIJ1g7o5eX4sW2XVAqtavyOu3jSYpNgVwvfiV61bEL9BMcEQQjbs0oGnnBpzed44Nc7YSFBbAzuX7vCZxCgjx56UfhyGlZECZoV7VCTnuY2Z/E35BZt79aAgdF0z1OA5cD9yaR5/ApNfTsExZnmjhbqhbd/Y0CVmZBMdkoHhZaTmdKs+1egOhCEIig3nxx6fcUg0XhjXTN3pXiyCp9skBVsZ+Sddyz2HSuf9GsWcuc3LPGcpVK0PdVrUKjK1Isp1jZ+KfOOVVufDRqPZIJuEtNS7/WZ6T/6R7tW84HSpOh8q0D+dQrWEVr8FdWRkWvnjse7Yv2QOaq87B4x/dz93P3eFxbCX/cE5nXPI5b/dTDHzS4kGqBXhPSb0l/oSbF01+ZDitnM2Mo2aga8WraRrbFu3ON/+OOdDsZo+696U+hJUL488xc0i8mEzNFtVpPrQrlRtVoV3DavgZDcSnZDB07F9kZrvp2h0qy3YeIzYpjYkve/c8Kh8exMv3dua7+ZtQNVcRc71Ox8PdW1K3skvlO/fbfzw0DA6b0yWn8ikyfi0Ux1umFlAD2J/9MFYG9ggh2uCaqeddg1YG8s+0UwwMJr1v9yJFsO2f3fmqM64mIo/LYkG061iX5Yv3e1RnKSyaJok5n8SIF6cxZdZzhBVCKFesVZ7HRg+mTsuajO7/pccsoUyVCKr7SC8spQTHHrDvBCUCzHcgs/6CjHEg9CAdSEMTRNgPiIChXtuIrBTB78fGcXDjURJiEqnXpjaaqvH1sAnsWLKXncv30bFfG1766ancoKspo/9i9tiF7l4Y/kb6veiq6GSz2D2yS+ag6HX0eKgzdVvVpscjXfAP8kP4KFJq1Okw6X0/xqeTk7A5ndiqBmI+k45y1ew973OScCGJjx/4hi9Xjy5UmtlcfMhkoQcR4OB42hribad4sPpEl5pQVfnisR/YNG9bbjbSSrUr8PnKd93cJp2anSOpyziRtg6D4odZF4Saj/kqqJGF4DHRnFoZBPnkK7Nm2Zj91UIP4X5k2wlev3W0W3bPjGQnP4/4g8DQAG570N23/dGaXdgWfwKb9H6xiv7hdCxTz+s+gEC9mSR74QLepJTohS737zGDv2Hnsr35Ohw06lCPFre5Oxvcen/HfDO1/rVuH3an+/3YnSp7TsbQ9dUfcWoanRpV55UBXSkffsXT5f5bW9ChUXVW7j6BqklubV6bOpWuDGoxxy96HYj0Rj2Xz8VfF+FeZLWMlPKglLKslLK6lLI6LoHeUkp5CVgI3C+EMAkhagB1AM+ExtdIr8dvRecjA6EQwqfhJGd/Xkz+Ju5/sz/Hj1xk+pRNLJizk5TkTB9nw2NPdSUk1B+Tl0K74AogqVo9/+IZ4FIJLV9ccORkXjbN2+5VkFRrWMXrrE9KJzLlGWTyUGTGd8i0Mci4DpDxHWAFmQHYwLEfmfJyvtcWQtC0S0Nue7AzQeGBvNjhbQ5vOoamaagOlS0LdvD6raNzX7aH3x1Ij4e75OblNpoNdH+oCw+/45r9mPyMBPkY2KrWr8Trk57n7ud64R/kR7rNhlrA8t8XtcMiMOn1pHYuj9QrBebZcuWdmV+ka+TcpxuKJKSBijFUouEk1R7LhSyXFnPB+KVsXrDDLRtp1JFoPn/0+9zTVelgzvlX2Bg3kQuWA0RlbudE2jqkF5fOvDisKsaIgic2x3accgsiU50q7939mde0zTaLnakfeKa3aBJalRfqec7oc8hxifTF4GrtMSsFGxQFUNYcQhV/V7bPgxuPsnPZXu+RpdnF4h8ZPYgxi94scm2G4zHxOLy4LaqaJN1iw2JzsHrvSe5+bxKdXv6e/u9PZvH2owBULRvGE3e2ZVjvdm6CHVwR4t6Kc9utjtwUJSVNgcJdCDED2ArUE0LECCF8xstKKQ8Ds4AjwDLg+evhKfP4R/dT3oeHi1AUHFbPmYSiU3j43YG0v7uVqxBzkBm/QDNDP3mQ9XtieG34H0z5ZT2//LCah+/9np3bvOuwwyMCmTTjGfoPbuM1H4amShwOJ6NG9/M5AADY7U4uXvBmp/bN+llbvLq87Vji3ZiHZT7YtoG04PJMteDyZ7/6pXCAfTdSLTi7JMCKyeuyc4df2eZ0qFw6G5ebUEqn0/HyhKeZET2Rz1e8y4zoibwy8elcY6or/8v9HgWiTf5Gnvj0Ifdtej16H+6iEf75R5V2rV6DMgEBKGFmLrzSmKx6IUi9QJp1HoXAwaUOunAytsDvIC8Pvj2A6o2r4hdoRuhA569hDJW0+PzKJEGikWR36YcX/rDMazbSvWsOkpnqOudk2gaSbOdwyivHaflNx/PcgPVSwXM2p8PJ0klXqmcd3nLcI41uXhJ8PKv3VWtPWZNnkJZB6OhePn8X3QFV23JnxRYYhM7nysysGAg2+PNFy4dyBbUvwS6EQK/XoSiC6WPm8GavMaQlFS0ZXKNq5TD6yOGUgybBqWpk2Ryci0vm4+mrmLZqt8dxDqfKD39vpvuICfx2+RKaTkHkmXia/E30evzW3BqvJU1hvGUekFJWkFIapJSVpZS/XbW/eo6Pe/bnj6WUtaSU9aSUS69Hp01+Jp+eKr7ShxrNBlr1as4H80fy57mf+G7TGObE/Ub55rXYtO4YNqsDTZPYbU5sNgdj3pmL3YcXTkCgmXsGtPaZAjQ9zUrrdrVcymMfmP0MNGlWtBHbl37RV9UdaZmNS6AXAmEALaVQh0YdjvYaAi+l5MJJ96CS4Igg6rWu7TVYo/dTPXnxxycpV70MOr2Oqg0q887MVz0Kjxh1OvrWqYfpqsRwfno9Q5rlX6REryjMue8B7qxdF1ExkMTnG1F3/sP8enq8VyOxTq/QsINvVYI3/ALMjN/2Ce/NeZ073mxB8w+cdF+VSkC1K7+LQCHc5KrdasnwrlJ0Opwc2XYCgLMZ23BIT5uFggGBDsWLRtVpgZM/mdHshTBsOzXWTN+U59pqvrPcvLPLDXFHGbzxGzqteI9Bm76hX5U2mHUGDNlqEz+dgfJ+oTxWs2u+fVCEwqjG/fig6SCMXqJVFQStI2vxT7c3cnXt4Krza/A6MLsKimSlWbBbHRzecowPBozN3bdg8yHufncSHV/6nie++ouDZz0H8fu6NsOUnTagsFjtTiYu3objKjvHyF8WM231HpIzLFgMgsR+jVHrlCUoIoiKtcvz1BcP88L3pbllPCjKiGzyN9GsW6PcPBNhZUMIK+uKQlux9ABWb2XbhODAvnO0auvdNziyTBC165Tn6GHPog9ZmTam/rqed8fcy0fvzMNhd7rldRYC/P2NdOpav9D3ANCqV3N2LN3rURe0VS9f+aiLYqcWoPeexe5q6t5Si/V/bfHq113UJebtj3bj9ke7FXjcB7f2INFiYWtMNEadgk1V6Ve/IUNbeM/4mJdwP3++vaO3x/aBr/Rh7reLrwQ3CYHRz8QDb/Yv0j2AK9qw1e3NKNdRY0H0ejczocAluA4lL0FBT7u+t7D897Weg7WEj+77mknHvsNfH4ZAQV5lcFSEglkJw6KmEqALx08fSJrjEkYZzPZxKQgBNYdaubzaQOa5/GegfnkymTbqUNdnRk9R0UTSB2Vov/wdjIoOm+rMdX88l5nAlDPreaneHcTb0rloSaZ1RC1ur9AMs65wPtyq1NAJHVcbCjQkRqHHdFU7tz7Qyaua6GqcdpVj208Sdz6eJUej+HnJtlyf9b2nLjLky5kMv6cjQ25vnTuwRQQHMGXk/Xw5ex27jkdj0Omwq2qBAXWaJolPzcz1f4+6lMTWI1HY8wh8NchMctda9L39Fl7uX/xo6MLyP5vyt0wBRaHBlQu6fpvaPPv1Y3wwf2SR9W8FHf/6O94TM2maZMGcXSyav5vp817glTd706jJlQxxUkJWpp23XpuBPc9KQ9M0Fk1YzhMNX+aBKk8z7vlf3PI+v/D9EwRHBOWmFzYHmAiOCOKF75/03kHzQMCbS53A5faYeyAEvY0QhcuH3+ORLvgF+7nNfA0mA7WaV6d+G98J0PJDk5Kp+/fSY+ok2v82gbfXrCA+84paw99gYNI997Li4SFM6H0PGx9/io9v64lSjHq3OQz56H6e/+5xKtetQGBYAO363sL32z+lQs2CYxC8kWA7y8KYd9Gu0otLNBzSwvH0NcyPHkmrVwIJCPVeicfpUFn662oah/ZGJzyFo1PayFDjULGRqcaRaIuiT6UPaR7Wj/ovWan3kpV6L1roMj+NWkN9r9rMASb6PHN7rs+1wWRgxOThGM0Gt+deZ9JhGVOZk1o8qtSwqA4Pv3ab5mDq2Y08W/d2Pmo2mLsrtyq0YAdoHFoFpxftrZ/OQKuIWiyK2c0ru6cw+sAsDiSfp2yVSEZNexFzgAn/YD/8g/18uoDqjXriLybx69LtbsFI4HoPf1i4hS9nrXPbXr18OD+8cC/bv3+Jjd8+T60KEegLcAXWpCQsj/vqqYsJPg3t8zYWrn7CtfI/K9wL4/pXtmok47d9Su9hPX3mQr/9zqaY/bw9iJImzfOfhQYFmTHkU1pu/+5zbNl0gp53NOX8uUS3fVarg5PHL7Hsn32527595mcmvv4H549dIOFCEkt+XZ2dBtYl5MLKh3LH0FtRdK4825XrVuSLVe/5jLAV/gPA2AqEH64nzQ9EAIROgIAhoG8Ipu6I8N9Q/AufntY/yI8fdnxGp3vbYg4wERgaQJ+ne/LpsneKPIDmMGr1cj7fvIEzKclczsxk9pHD9J3xB2k2d9VElZAQ2lepShn/Eqk/yZ1PdOf3Y+OYnziZDxe8QdX6XsMyCsXOhD9RpTeVi8z93yltHFCm8+hH96L3YpPJKQEYYapGj/KvYxB+GBV/DMK737tEY1H0u2xO+gWdGXQm0BlBZ4a6w60E1FCp1aw6IWWC8Q/ywxxoxmg20OvxWzm55wz9Ix7n/srDuK/8k2QkZ9CyR1O3QVt1ahhfiUKk5286u2RNIdWexbSzG3lj759MPLmSeGvhYjoq+YdzV8UWbgOCUdERaQrm7+hdfHl0IZvjj7P04n6G7/yNmVGb6dS/LbMu/cLrk57j3Vmv0f+FO73aUBxWB0cPnEP68J7TNMm8TQeJTfLeVyEEE18eyK3NaqHXuYIir37EzUY993a6kkgMoEqZUOw+rmmxOXxeryT5n1XLVG9UxWW886F5MPoZuf2x/HV+AO0716V1u1ps3XjClS0OlzvlE0/fhtHLw5KX0LAAIiODiL2Y4nW/1epg+T/7qVGzLE4vfsc2q4NVyw5y972tiDsfz6ppG9yqyagOlYzkTJb8uppBr9+d6/6V4y97Zn8Ur986mt+PfedVpy2EHsJ+BfsOcOS4Qt6FUELAfCsEvV7g9+OLMpUjePevV4t9fl4upKWx8PgxbHkCZpyaRprNxoxDB3n6lmuvEn8jiLOe8pp3/Gp0Qk/kLd7LFpr9Tbk6/whTNSr6NyHWchg/fQgOh/eZuMOHXUXooPJdGs89+CR1W9Vi94r9pCak06RLA5ZPXsucr/7JVUk5bOl8/+IkNKfq7iOvSoRFw7AkFftg3/l3FASDNn1DltOGTXOyKf4YM6K2MLHtU9QL9nTzc2oqf5zdwNzoHdhUB53K1OO5Orez7OI+slQ7Pco3IcwYyPgTS3O9biQSq+bgh+PLEAsT+evD+WSlW/ALMDPg5d4EhPiTmZrlbncTMHXENPxsdqz3t0R6mcjp9QoHzsRSIdzdMJyWaeXkxQTKhATy+VN9cKoamqaxdt9pvpqznpRMC3qdwqCuzRh+T6fc86LjU3jj18U+vyuDXoelGIGQReV/Vrjf/Vwvlk9e6zW60S/QTPXGVRjwSsGV5/+atoXN64+76cQ1TfLzD6sICfOna/cr2RadTpV/5u9h2T+uIKrb72rKSyPu5L03ZrupV/IihMtI58sf15AdeXpi9xkMRr1HqTCbxc7uFfvxC/LzqBijaRJrlo1/fl7Jg6Pu9XGHKmADpTwYm7sE+3UiNSGNfWsOYQ4w0aJH00LnzTgUfxmDTucm3AGsqpPtMdH/M8I9wlSDFMcFCrJ1SKBGo2rc0rMpe1YeyDVO6/Q6AsICuP2xbiTaoph17kUc0gZI7Jpv91xfCCHo/VRPGjZ1DRZte7vsE6pTZd43iz08duwWu1f1hrBL9Ect5BcOKIQg1Z6Vq7JxaCoOVMYcmscfHYZ7HP/WvhlsSziJVXM978su7md74ilmdXqFQIMr5cUru6d4dac0rExjyk8zcVhc+zJSMpn5xd889M4AUhPS2DRvO/HnE9A0icPmxGFzuhSRZxKwNSzv6eggISJPqUwpJRP+2crUlbsw6HQ4VI2G1crx9TN3ExJgplfretzeqi4ZFhtmkwFDHkO/lJLnvptLbD42QX+TgWrlro+HTF7+Z4V7tYZVeHvGK3z1xE/YrHZUh5OIiuF07N+GW3o245aeTb3OjKxWB//M38261UfQNI2TxzxThgLYbE6+/WIJHbvWIz3NQkaGjR+/Wc7B/dHYsgXw7z+vpV6Divz4+xM8P/Q3bFd515jNBnr1aU6tOuUIDvbDanF/UE0mPb3vcXl7lK0a6dMbZu/qg+xZ5d0n3m6xc3TrCY/tUr2MzPwNsv7CJeBd34U090CEfIkQxUvG5Yv545fw6xvTcosPK4rCx4tHuWUX9EXFoGCvhYT1ikL10OK/BE5N41hCPP4GAzVCw4qtMiosbSIfJCpjO2q+YhCMij8V/Rrx3uwGzPryb/6ZuBKbxU77vq2o2bQab/T8kLLPniC4tfWaFKd6g4F21e/22J6VbvFZGcybUVXqQa3s2x6TkxNO9TKonUq/hMVpx09/5fyojDi2JpzApl3pg4pGhsPKwgu7eLC6axYcbHAFr129GlL+iMNhce+/LcvG/O8WMyv2VzKSMlgxZZ1HX0xH47A1KO+hCw8JMNOy9hWb2IpdJ/hj1W5sDjU30+Ohs7G8PWkJ37/gmkQJIQjy98y7dPDsJZIzLGheJnMCMBn1fPBoL3RFKORSXP5nhTtA+76t+Cv2Z2KOX8QvyM+tmLI3HA6VV56ZTPS5RA9B7A2nU+Wlpydz9lQcQuCW1hfAZnVy8lgsiQnpfD7uIUa9MgOpSex2J0ajnhata9DjjiYIIfjg80G8/PRkt+s6HCpJSa4ZWZ2WNalUuwJRh6M9Qsfzy3mi03smptJsuyHliWz/9qvOta5CGmYjAu4v8P4Ly8k9Z/ht1J/YrQ7Is/J4q/cnzIr9tcAZfOMyZakeFsaJxAS3ghsGReHRZs3zPTfVauVkUiICyHQ42H3xAscTExDA5pjzaJpEIqkUFMzPffsVe7DQNI1dy/dzbPtJIiuF03VwB4/C6OHGagQYIkhzePOTF+iFCZMugP5VPkcIBb1B4cG3BvDgWy57x+dDvmfS2zOwZdmo9FnaNQl2gUK7yEcJM3kmLQsI8ScgxN9rkQ6/QDMOu9NNtWEyGan4YAOOk4hR0bnyyUiXQDYqegL0JqSUXuulalLjfGYcNQLLYczWqR9Pi/XqHWPVHBxIPs+D1V2fB1Rpx9pLh3Nn97n3luj93U2+7MoPZPFSbxVAl2ZFH5+Os5y7+mXCywPdYlb+WL3bw/jqUDV2nYghOT3LLd0vgKppOJwaZqOetCyrz0lEubAgJrw8gKplr/+sHf7HhTu4gmWqNSxc1r0Na44QE51UKMEOYLU4OH3icr6pBiwWB0sW7uWdjwYwff6LbFhzhNRUC01bVKVh48p5fmiZq9PPQdMkv09YS7sOtalcNYLPVrzDpw+N4+CGI6iqlm/ejBwUnULfZ3shpRWZ/iVkzQbyyxBphaw/IR/hLi2LkJkTwHkZDI0QwW8hDL5n4Et/W+218rzUJHtWHnALc0+JT2XOV4vYsXQvYeVCGfhaX1r3as7UfgN4dflStsacRxGCSP8AvujRy6cwllLy/JJFLD99slAOn6eTk3hg7iw2Pf5UkWdNNouN12/7gHOHo7FkWDEHmPh55B98te4DKjeORJVO/PWhHE9bTZbTV5lHiUExM7TmnyiK52t3/tgFNszempsLyXJBwa+8l9JywkD1gDacydjq4SaZg0BHz/IjaBB6pc5szImLbJy7HSklne5ty1OfP8z44b96pId4Z9arLP1lNdsWu4JyKtYqx2u/PkvD9vWQUiKEIDozkb/Ob+FcRjwtwqpzb9V2zIzazJ9RG91m4667hke2/ghAl7INGNPsfir6h3m1TQggSH9lNtw0rCrP1b2dH04sR6/okBL89UbCa5fj8gnPgLvyNcoihKDboA7sWLIX61WZUoWmoYa6C2a9TqFypLuqMiXDuw1DpyikW2y5wt2hqoybt5G5mw5id6hUigzhhX6dcHpJtmY26hnSq9UNE+zwHxDu+9cfZuJrU4k67CpF9uDbrhJ63kbPbZtPeqhG8sOVB6RgAbt+9VEqV13HI0O7cNc9nkE1m9YfY8y787y2paoaG9Yc5cEhnQgtE8LnK94lLSmd9+7+nMNbjhfQP3h90vOUrRKJlviwK4dMYaIYNc8CBLm7Mn7NTk+QrY91bEUm3o0M/QnFfJvXcxIvJHlVq0gp3apIpSak8XTzEaQnpuOwOzl78DyHtxzn8TH3M+DlPkzuN4A0m5Ush4NyAYE+Z0AHL1/i0flzSLUXPombqzKTnS0x5+lctXqhzwOY/dUizhyIwp797ORER745cBRdFiWDEIQZKuGnD8XpJfAoB6dm44LlEEadP0bh5zarPrTpmNv9npzgxy3jMtDncZLRCxP1grvTo8KrnM/cw9/RozzcLgFqBXakfsiV4hqzv1rI5Pf+cq0IJfz58Vweevte3vzjRaaOnkVcdAI1Glflyc8eplGHerS5owXWLBsOm4OgsCteaTn9qxIQwUPVO7Eh7igKArvm4Inat3I87SKbE3w/sznBT8/U7klFvzDOZMS5CXkJLIvdz33V2lM32FWg5P7qHbmrUkv2J58jUG+iWVg1dozdy5jBX7sF0pn8jLnFzTv0a03Trg04sP4o1kwrik5BKoKsDtWReTyUdIqgS5OaHs9Zh4bVWbDlkIdvu9Ggo2LElYHg4z9XsWLXCazZdRei41N4b8oy+nVszN9bDufO/s0GPZUiQujb3nvFtevF/7RwP7zlOG/f9Unujxx3PoGfXplCRkoWg0fc43H8ubO+hdrVmMx6bF7SGPjiz983cebkZT74fJDbw5KRYeWT9+b7jiKVElVz3xcYGkDZapEc2XbCd2CJIuj+UGduvb89WvJz4ChCCh/Fu+uklDbIGI9negIJKS8gy+1CXOWSl5aUzt61h7y257SrtOh+JQR93reLSU/KcNP32rJs/P72DO56sjt+gX4Em8wEm7znkL+YnsYbK5exOSba6/6CkEgSszxVBw5V5c+D+5l15BCalAxs0IhHmjbPTUi26o8NuYI9L2kxDjIvqvhVlCTaoxB2ndfAoxw0qbIw5h2EUJBSJdhQnr6VPyLUWJHw8qFuLojxmw0c/MCfRiMtGIMVdAYddYO6UT2wDTFZ+1E11atgB7CoKbnPYOyZy0x+d6ZLZZaN6lT58+N5TNjzBT/v/8rt3JiTsfz40u/sW3sQo9nIHU/cxtAxD2A0X9GZz4jazA8nlueqrr87vpQRDfoypGbXfIU7QKw1hfcPzcYk9HgrfmjXHEw4uZKxLR9GEa7vI9jgR+eyVwL+2vW5hffnjWDSW38Sc/ISFWuWY+jHD+QajHU6HR8tfJMdS/ayecF2AkIDaDewPe/8sxGRYSHL5sDPqCfI38SIQd08+vjArc1ZuvMYSCdOTUMIMOp13NelGYeiLhGTkEKQ2cTSHcc8yvBZ7U5OxCTw7bP3MHPdPlIyLPRoUYf+nZq4uUreCERxc1iXJK1atZK7du0q8nkjun/gqt5zFf5BfsxNmITecGXssmTZGXDnVzh8+J7qdAqaplG1WiRJiRmke0lXWxBGk56Px95P81uqA65I1WGP/szlWM9c3zmYTHrG/zqUGrXKus5Jt/Bat/eJOX7RawQouGbs7e5uzeg5z0PGN2CZARTBtUrXEMzdQUsF6z8gM0FXFQwNwboYn7P/4E8Rfv1ASwQlBCFMzBq7kKnv/+U1HcGAV3rzzFdDcj8/1+oNTu4543Gcf7Afnyx5m0b5hP3HpKXSY+ok7FrBKylfmHQ6Vjz8OFVCrsy+pJQ8PG82Oy7GoEqJsKsE702iUrLkmXt60P2hTjzX6k1iTngmN1VMkluXpOJXofjvUJC+LI/Xmobq1Hiw6rOkxLnnlTcFGvnh4GiSgw6zKf5nFHQ4ZP4pJcxKCE/XnQvAnK8XMemt6R4GVJ1Bx5APBnN/nmjc5LhUhjZ4icyUrNw+GM0GmnVrxCdL3gZcEakPbx7noX4BlztkfoU7ikqEMZBB1drzSI0uhS6mnR8OVWXJ9iP8tGgbcSkZKEJgMupoWK08vW6pS++2DVm28xhfzFqLQLgqrUnwMxmwO5xoUqJqEp0Q6HSKW/Tp1YQH+vHHmw9SISLY5zElgRBit5TSa47q/9kgJoCzh7wn6ldVlZQ4d4Galprls+BESKg/v//1LHOXvsYt7WoWS7AD2G1ORo+aTWa2rm/Kr+uJ81LEIQdFEdz3UPtcwQ4w7aPZnDsS41OwgyudwrOfloOEjmD5gyIJdgD1CGSOB8tUkEmADdSTYP2bfNU6aaOQlxsg47siL7dCS/uIE7tOehXsJj8jtVvUdNsWWcm7n7TqUAkt6/slyLDbGfDX9GsW7AMbNnYT7ADbYqLZni3YdSl2qo7ZR/jcs9iWneHH1ybzaO3hdOjXGpPfVd4iQhJQVb0mwQ6QpaZwIesAeoOer9aNpnK9ipj8jfgFmgktG8KH89/Erxxsjv8FVdoLFOwAap5874qieM1xJHAl2cvL4okrXHVg8wwudquDA+uPcO5oDABrLh3ymaGzJAU7QKI9g59OruSe9V+SaCtaAjBvOFWNz2auJS7FlWZYkxKLzcnuEzF8/tdauo+YwJjpq7A5VKwOJ05NoklJptWOQ9VQs1fRqpT5CnaApAwLvd/5je4jJvDjws2kFbdS2jXwPy3cK9Up73W7EILgSHdhEVkmONen3P1YaNKsChUqhrFh7VHmzby2DMWZGTbu6/0NGelWFs7dRX6ZakNC/bmzb3O3bav/3Og17SqAwWygfI2yjFkwiHKhX4HMomj5Y0qKbN/5rNnUahCF8WrBh0ttVOWqaM8Br/bB5O9+rM6go2az6lSq7b0ItCYlD86bRbzl2sqRqZpG9+o1PbbPzlbFAETOi0KX4UCxu340R5adtIR0Tu87S93WtTEHmlF0CuZAI4YQaPlV0X3PPfol7cRaXCljzQFmbh/Sje4Pd+H5cUOZeWEiLbs34WDKYjeBXRAOaWF+9JtoUqXTvW28JsFSdAqdB7R123Z852k39U0OOoOOc4ddqjBNar4L5Vwn4m1pfHxoXpHPs9scOOxX7ufDP1Z6FLHOQdUkVoezxO8tOcPCr0t3cOfbvxJ1qWhZYK+V/2nh3rK7Z1FfnUHHvS/19nC/0+kVnnquO6Y8ebeFEJjMBoYM68bU39bz7edLSqRfDrvKGy/96eEdczUpyZm8N3KW2zZfD5dOr/DTrs+Zeup7mtyyDk+9+M3Ayh0DN2I0uWfRU3QKSPjjg1nsX3elylWzro149psh+AWa8Q/2w2h25f758O+RPq+wJfo8p5MSfe4vLE4peWHpP7k1LXO4nHmlWIT/kWTEVT+Zpkn2rj7El6vfY8zCN3n8o/t56ceneXRLVYJqF38lkZcLWQfYOG87Q+q9yNT3/mLJz6v4/oXf+PShcWiahsWZXKjI17zEZO5jf/ICylYtw9NfPYbRbMBoNmAwuf5/4rOHqFjLfXJUq1k1DF7cVlWnSpV6rijTbuUa+ky/fD3ZHH88d0WxY+lenm/9Bv0jhvBy53c5uPEoO5bu5YX2o+gfMYTH6r3I0AYv0TfwYfoEPMzbfT4hMTaZNXtP3vB+52CxObjvo6lsO3ruhl3zf1bnnnw5hYdrPu9RRk+n1zHl1HjKVfVuNNy++SR/Tt5E3OU0GjauxGNPdSUsPIABd35d7P5fCyaTnglTh1G5iktlMeG1ySz8cblbSS6hCOq3qcO4LR8DZHvGlHgNlGKiEJ04k/EvLODAhiNITSIUkWsINvmbeOarR+nz9JWqjHarnbOHogmJDKJ89bK+Ggbglz07+XTThhLrbbjZzLohTxFodK0gvtm2mfE7tgFQY+SO3Fl7XvRGPUss090M5Q7Vxm+nB2ErRuSoNw6MDOH8P+5C0xxg4s0/XiS99SqOp6/xcaZvQgwVGVLLVZ4wLjqBzfN3IKWkwz2tvX7vibHJDG3wEllpV1Q/BpOBBu3q8NXaD3K3/XxyFb+dXnPD14zbe33Mhjnb+PLx791cOHUGHYoQPgOzwFVt7USf+vmm4b4RBPubWPnF025RrdfCf1LnvmHONq/bFZ3CRh/7ANp2rMO4Xx5n5sKXeO+TgVSrUYapkzZer24WiKIIMvPo+B95f5CrPmmQy2Mkp07pyCl5QrhNtwLePUpuPBpVamUxds1o7nu9L3qDzs3Dx5ZlY+KIP7DlqT1rNBup16pWgYIdKPFIviSrlaELXcZGm9PJfQ2bYNa5DO8ZLSLQrqripTfo6NS/jYe7nEFnolfFUYgSeoUafZiKMfwqz4tMG6unrScqc6ePs/LHqV15rspWiaT/i3dx70u9fX7vERXC+HbjRzTqWB+hCAwmAz0e6cKYRW/maVNlf/L5m6IM3JZwkomvT/FIOaJmF5zOj8SLySgJJTMQXwt2p8qhs96j4kua/1lXSFuWDc2LUcNhc7Br5X6qNaiEzqCnYYd6mK+q9pOXxIR0/p5dvJenJNAk1Kh95WULCPbnpz1fsHPpPk7uOUP56mXpPLCd2z0I/8FIywxQfVd+v5EI526gAzuX7sPpRaepKIKowzHUa+U9N74vNCnx05X8I7rr4kX6TJ/KscQEdELQtlIVjiTEkTmwFuaYLAwJVowo6I06ylSO8JlSuUZgOxqF3Mmh1CVcs+1DQON3s7i42Mjl9QakwzWY6Ctl4dAKWXAlDwo6agb5rhXqixpNqvHtxo9QVRVFUTwGtRWxB9ifHFXkdkuCn0+sIrGI1cvyYj4US9atRaiNex2w2Z25i4eU+FTOHY6hXPUyhZroFJX/WeHe5q6WTB09y6sw2b18vyvZVoAZKSWv//YcXQd18NrOh2/Pvd5dzZeutzX0yD6p0+lo1+cWr9XpAYQSCBHzkXEdyT8a9UZgBsWlUgovH8rZg54DjtOhEhLpmbXSF0cT4nlv7Sr2xF68bjk4jiTEA64BZMfFGJqWLccH/e/DMESQvj+Wc4djqFK/Ii26N/GaoyiHNpEPcSxtlVs5vOKgGKF8dwdlOjpQMwWbHwpCpvrTun8DTond2H0UofbZntDTLvLRYvdH50NtsOTi3iL3paSItSXjF+Tns7B6QUgvDhU3Ggn4GfX88NIklvyyCoPJgMPmoGnXhrw3+zX8Ar2ndi4OhamhOkkIESeEOJRn25dCiGNCiANCiPlCiNA8+0YJIU4JIY4LIXqVWE+vonqjKvR59vbcwhUeSLBkWLFm2vjy8R+I8VEX8+ihmOvVxQLRG3Tc2ddXFaX8EUoQ6Dy9P244QgHzXVizbCRdSvHYrTPoqNOyRqFnJqvOnObuGX+wO/YiEtxyzVwv7KrK4fg4AGpHRNLitib0e+FObunZLF/BDhBkKEvvSu9jUgIxKPnXc80PIUDRgyEQjJGSlmMt9BpyK5073eW13F5BqNLhtdjHtRKdWfhAwJKmUUgVBo+8x6PurqJXfBbGyEEIAS0q53/QDWLD7K0s/W0NdquDzNQs7FYH+9cd4dtnfi7R6xRmWjQZuLrE+UqgsZSyKXACGAUghGgI3A80yj7nR1HS6Qfz8MzYx3h7xis+q7Dk4HSoLP99rdd9N9Oe7HSoVK4aUfwGdN7dB28cOkTYrwgljMnvzvA6gAYE+zN63ohCtbbi9EmeXfw36k34UYQQfLRhLR0mTaTPjD9YePxovgnb8lI9sA1P1ZlD/yqflUhfFB2EN9N48ttB6BWjz4jX/JBoZDl9x1gUh7MZcVy2lmybRaFXheYMfqMfg0bcjV920ZHA0ACe+uIRug32rYJS9ApterekfccGN7C3vtnw0yqPdMsOm4ONc7e52aaulQLVMlLKDUKI6ldtW5Hn4zZgYPbf9wAzpZQ24KwQ4hTQBthaMt31pFm3huj0Op+FscHlynX2+EVUp+ZW1PrMqcvo9IrP1AA3gl9+WM2IdzzTshYKNapE+1JUNE1jx4I5VGtZieWT13lNHpaRksnulQfofG9btxB2j7ak5L11q2+KYAfIcjjYcSEGTUouZWQwavUKziYn81I77+q8HByahTMZW7Gq6UQYqxfjygKv+noh2Zs0l/Lmhp77ColBKTmjuyo13tv/V4kHKhWFcceX0LNCEx59fxAPvnUv6cmZBIcH5lZZe2bsoyydtIaEmEQyUrKIOnQeg8nAXU/1IKNuJOMWbL5pfc9BJwSXz8Z53Sely4hu8vNtIywKJaFzHwr8lf13JVzCPoeY7G0eCCGGAcMAqlYtWlHlvPgF+nFLz6bsXrHfq/4dAJ3C3lOJ3H/3t4wZez/1GlbEanXw+vA/bqpgB9i47ljxhbuuLKinS7ZDRUBRJC1az+eRtmexZnpfBGqqxhePjeerJ3/inZmv0OFu74U3ErOySMy8Od4MOiHQpHTLwW1xOpm4ZyfVjmUx54N5JFxMonLdCgz74lHa3NkCgFjLERZEj0KioUmV4hpVFfRoV0UGSzR2J826pqXl1oTf6VnBd7WtU3vPcnTbCSIqhtPmrhZu6TquZkbUZk6m3xgvD1/E2dLYn3KO5mHV0Rv0uUXuc4ioGM7D7wz0OM9qd3Lr6z9hc9wcW0FeVIfqc0UYUTHMa0W14nJN1iohxNu44tX/zNnk5TCvdyKl/FlK2UpK2apMGe8+6YVlxO/PU61hFcwBJvRX1zRVBAT4Yff3JyUlizdfmY7d5mTLhuOkp91sY2TBRbh9Ie17gWuvI1oS1G+RjOpUUXTe70VTJQ6rg9H9v2TVn9591gONRh9psK4fRp2OcD8/wsx+3h9Sp8a4z2dx+Vw8qkPl3OEYPhw4lp3L96FJlUUx72LXMnFoFlRpR5XFKZ0mfSYAU6UdtaipJfJwPG01GQ53Hbnd5uD3d2dwl/+DPHvLSL5/8Tc+ffg7Hqr2LBdOebdLAcyM2nxTZ+05rLl0kM8OL+DxrT/y+eG/ickqOMBt7Oy1/wrBDqBLzPQ5B3jxxydLtKBMsWfuQojHgD5Ad3llKIoB8iZXrwx4ZlwqYUIig/lpzxcc33mKS2fjsGRY+ev7ZVw4lwgRoRARlhu8YLM6WLF0PyeO+n6QbyTdujckI93K0kX7OLjvHJWrRdK3f0sqVPSd91lL+xSyZnLzPWXAaJI4bAKj2YhOr6A5NZ95caSUfPfMz3QZ0A6j2YhDVTmVlEiw2UyloOubYMkbL7ftwDOt2vDs4r9ZcfqUxztnczjRLmeSd7pgs9j54tHxfLT7iWIK8xuHThiIs50i0HCliM1793zOvrWHULNXuZoqsWbasGbZ+Oi+r5mw90uvbSXaM7xuv9HMPb/DlcALjWNpF1lycS8T2zxF/RDvhc1jk9JYtPXIDe6lb/x3eI9QFYrglp7Fc67wRbGEuxDiDuANoKuUMq9f0kJguhDia6AiUAe4IaGUQriiOOu3cfmxHomzcGHRPo/jHA6V779aTkCgb/3vjUII6HvvLTzx4E9kZtiw2Zzot51m0dxdfPrNAzRu5qmuko4jkDWDf4NgzyHxsgFFJ3jmq8ewZtmYNGq674yWiuDknrOciZC8u3YVqpQ4NY1qoaE3ttPAvKOHubtefYa1bM36c1FYnVdmd0ZFh/5MKoYUz5wuKfFpfDXsB1p8XVIz2eszI9akSpD+ipfSqb1nObTpWK5gv7oL0ccvEBed4FHRLNaS7DNZ2I3GIa/0XZUaFtXOl0cX8Vu7Z7wev/3YefTZdVD/DWiBJqQiEHkC/RSdQus7mvt0Py0uhXGFnIHLIFpPCBEjhHgC+B4IAlYKIfYJISYASCkPA7OAI8Ay4Hkp5Y1ebQPQvmMdzF4qnYOrQEZa6s0XjlLCqFdmkJpiya0O5XRqWK0Oxn68yKtuTlrXQAE1Om8kqgqpiXo0VaPLwHb0f+Eu+r90l8/lpdQkMVh5Y/Vy0uw2Mh12bKqTE4k33sXuVHISd/45hRCzmbE97yDc7IefXo9Rp6NLterUnOfbTTZ2k4rD4TlzV/5FoSNOaWP95e+Jt54C4NS+qHyj74UivDomzD2//Xp1sUQ4nOI7v3+g2ehWQu9mk9WuOkqInysCXbgi0MMrhPLyhGElfq3CeMs84GXzb/kc/zHw8bV0qiRo27EODRpW4uD+aJwFpOe8maQkezcixl1OIyU5k7DwQLftQpiQ6KAY7nEljZSQeNmIJTOAt6a/TECIywbwwKj+rJ25mUtevAJM/iaWp8Vg91KK7GaQbrfzycb1/Hp3f3rVqsPF9HSCTSZCzGbmjNDx+9szsHvJ0mnLUIn+rgo1RlxEkxoaDgSKh2G0MORX4ONauWA5wOxzr/BgjQlUyC5D54vQMiFUqFnOY3t0IfTaNwJ/nZEs1XNi46/37V3SsXGN69mlImMO8WfCgbFc3HGGqEPRVK5bgQ792hRYZ7g4/M/mlikInU7h028epGPXejc7V1DRsVhxHo/ijdtG89UTPxJ9/ALSvg8t+QWkZQH/BsGew4XYR5h+fgId7rniBeMX6MfkE+No0aOJx/GWDCt7Dp72Wh3+ZrE1xhVVq1MUqoSEEGJ2uRAOeKUPg9/wrOiVg/lyTR6pOYlbwu9Dh7HImRtdCFpHPIifEkqBkTjFxClt7EqcSZMuDShTJQKdl0hNs7+Jt6a/5FX4lzOHeGy7GXQu2wDTVfVnTYqee6u08XlObGIaT97ZhgCz8V8hByaNGETNSmXo1L8tD787kG6DO14XwQ7/YeEOrjS5jz/dDUM+Ll7/OtIz4eBJZHwyZw+cY+Uf65n2zpOoCQ+DbbmrqEaucL+54dRCQMvO6V7dt3Q6HQajwUNe2S12LGujbkwHC4ni460XQvDo6ME07lQf/VUC0eRv4r7X7ibYUA6TLihbKBZHuEsaBPdCpxgQ10m4SzQuW0+gKApj137ALT2bujIp6hSCI4Lo/9KdTD39PQ3be6+EdcmScl36VVRqBJalS9kGGBU9gXozRkVP13INeaZOT49jM612hn0zm4c+nc5vS3dgdzipEnHzB6lzl1Nu2LX+h6Re8ahUOZwhw7oy+Zf1aKqWGzNSUK71m4bDCXlC7qWm8uxHZ1GUvP3NFiJKNdA8y9bdUKzzkPJDhPCcJ0QdOu9V3gVujyO+Z0Xw4Tp5o8lRER24fIlZhw+RabdxR5269KhRC52icNdTPTi55yxOh5qbLfHZbx6jWTdXweM464lryC2jsD95PjYt47qpZgQKkSaXeiKsbAgf//MW1iwbqsOZq0rLi11zMuXMev6O2YlDU8ly/DtsPBGmQIbWeoA4ayrnMxOoGhBJWR+ris9mrGb/mVgcTpUcrVpsUtoN7K133pu8lNtvqXtDrvWfF+4A9z3Yng5d6rFpnavCfJPmVRn18nQyM/8NBS+uIjQIjAbIriBTvqqdgEAfL7128/LiXEEFmQZX0gvlUq1hZeLOezGUZjjAqUEJewcUF4em8eH61cw8fAi7qqJJycqzp2ldsTIPZkTy3bM/56aZlZoEKd1y5USaanI6Y3ORqiXloEOPXWZmB0F5EmKoSKrj2ryJdcJAq4j73ba5sox611W/tnsq+5KjvNZJvZnsTYrinsqtKWsO8SnUARxOlRV7TuK4ytbm8FFs/kZid2pkWW34m0smCjU//tNqmbxUqhzO4Ic7cN+D7XjzpT//nYIdXFbKgCuZ4TLSFHzXBv43zKhMIAK97nnk/UEetUdN/iYsXSuC6d8h2HOYvH8fVqcz1xaQ5XCw80IMY39Z4JE/3G518Msb03I/Nwq9E70onmutRKN+8O1e88IbhB/tIh+jnKl+kdtV0AGCSFNN+lX5DH9HOaIOR5OZln9GxaOpF9iffO5fJ9gBVsYeKFQtVYdT9ai49W/iZEz8DbnO/xvhnsPuHafJyvo3CEXv6Ax69Hm0FWlJ+nwi0G+uWkNKiI3tzuVz3nNsN2hbh48WvUn1xlVcdW0jAnno7Xvp+WZvjP+SWXt+ZDkdxFbxLrSjj13I/dtfH8qgat8Raih61sHaQd2o7N+UCn4N0YsrszkdegIMEdQO6kyao+hh/0H68rxQbxkPVJvA4tF7GVj2SV7s8DaDyj/JDy9NQvXhrXQ87brHHBYbTWpEZRQsGP3NRqqX916M/d9Axcgbo/v/T6pl1q06zOSf13H5choVK4Xx1PPdadfRFdy0ef2Jm9w73+j0CtWqRxIeDLuW7cveKti+Kpi2PdLwzD57c5eZ8RcMPN31ApJXKF+9DO/Oeo3qjaq4HdPitib8cuBrpJS5nhiZdjuHEuI4nphAlhdf8X8LQoJi9S4EIyu7Z/MMN1Xj0ZqT+O30g2Q6C++zH287gRCCuyuPYU/SbA6nLkWVTuoGdaVt5CPoFSMWLaXIfTfoTChCx19jF7DwxxXYrfbcuLd/Jq5kx5I9NOxYn3ue65Ub+AdQwS/Up4H5ZqMicz2SVKlxPjMBf73JqzfPuw/15Nnv5uJQVZyqhlGvQyCx3WRbmyKgTGjJ5Y/Jj//ZGqq+WLXsIN9+vjg3KAhcdUrfGTOAdh3rMPSBn4g+9+/w283BkO2J0bRFVd58vx8Xj1/gzZ4fYcl0vY0hEQ6+XXSKsEgnJn/Ni5C/OSTF6XmgucuoKAQEhQfy57kJ+Va+ykFKyZ7Yi9w/96+blgmyIIRdpdK4I5hi3GMRTP4mXv35aW4ZWIvDqcuxOFOoFtiKmoEdOJexk4UX3in0NXTCyPB67oXZbWoGx1LXkOKIoZy5Hitiv0QW0X/+tnKv0CSsN/eVf4KUOO+GRCEERj8Dz34zhN5PuTxONKnRd93nxBdC/XEzGFSlHe3K1OWjQ3Oxqg5UqVEvuAKfNX+IMmb3FBYx8SnMWLuP07GJNK1RgVub1+KhT6ffpJ67eHPwbQzqVnJpBvKrofqfmLnHnr3MgvFLOXc4miNRydiCg8BwxXfUZnPyyw+r0TRZIoK9Xae67Np+Cqfj2mcBFSqFMvb7R/DzMxIU7NK1B7WuhdHPkCvcUxMNPNG5Pp3usjBi/EWMxptfC1J1wpZlV2ZMUoLD5mTz/B10f6hzgecLIdApyk1WLHlHLxRUh0r4P9Eegh2gy33t2bZxA/8cGUulPjb0oU6Op60h0lyLZFvRqtvrhPsrmGQ7x6xzL6NKO05pwyD8UFCKnFQtxFCeWMsR0pN8PytSSmxZdn56ZQq3PdgZvwAz8bZ00h03P3rbF+czE1l4YQZW7cqK70hKDM/v/I2/Or3s5qdfuUwoIwZ1czvfbNRjLaDe6vWka7MbV2Dnf164H9l2gjd6foTT7nCl/BUCaleF8BC3SufR5xKYOH5FPi0VjKIIBtzflmHDe3AxJonHBv14rd3HkmmnbDn3ZaVOp+O9Oa/z5h1jcNocSAmaJog51wCD2Q7azRXuUkJygp4/xrpHM9qtDhKKUONyx4UYnP/CWXuw2UTlr/aReT7Zc6eADbO3YMuyo5gNHPtJR/vJGQTXsXDJcqzIM2y7lsXf0e+gCEHtoC7sS1qATcsgR+XmkEWvnwqw+OIHSCC4vpHkQ/kPoTq9jmPbT9Litib8Hb3zX5NHxhux1mQcVxl7VSSXrakcSY2hUWgVH2e6qFE+jKPnb4xB82oEEB5c/GpdReVfssAvPt8Mm4A103oll3tIoMud8Cq9oZQQe/Haqsi88mZvhg3vAUDFyuGM/eGRa2oPIDXN+8urqRpCiCvGVAkXTl3i0O6GQMkVYSgO0aeMvHBnHVIS3CPrDCY9DdsX3ofXrP93zi0qBgbRql0D7zlJJC7BbpQ0ejOLHmvSCKyhZe8q3owwKnMbZzK2subSd8TZjlMSthS7loVDy6LBm+nozDLftAOaqhIY6vJ3j7UmuyXn+reRqdpQvXw/ihCFUiXVqngNlc+ukQFdmmC4gY4E/9PC3ZJhcfNaACA81Kv/tNGod/koXwMNm7h7QzRrUY0ZC166prBmnY+kRr+/MwO7xd2rx5ZlY8yQJKS+MQh/ih+hqlDwAJG3X8Y8/xQq1dRRrooZYx43R5OfkQbt6tK4U+Hc9nZciGHJyeNF6/ZVKICxhFU7fnoDT7Rsxa0PdETL53kxV9AIa+lAZ3LVPi0JnMWolVoQ4S1Vuvxpp8ld1QgvH+pRE1YIQXiFMGq3cAU5tQ6vjZ+u5DOmGoQOvZdAt6KSYvO+anVoKg19pP0FuJSUzt9bDnPozM0pOFI+LJAuTWoVunRjSfA/Ldz1Rr1nAWOpea1eo9df263q9AoZ6Z4vX2TZIL77+fFit5ujZ7+a81cPWtlkpaukqT8iQiciAl+heLN4AUFvIkK+BvO9uAezGMHQFFHuMITPAeNtoESC4RYIeAIR+Cr6Mr/xxbqpPPzOAKrUq0jVBpV57MPBfLx4VKGKDcw5cojHFsxhx0Xv91gYDIrCfY2aMO3eQVQJDkFXAh4eAni4aVP61qnHZw+Py/fYrHMKG+4J4eTP1z8Y5VoJbuDg4Snt+eviLwz95AEMZgP+wf74BZopWy2ST5a8lfu79ajQhPLmEEpyyDQqeu6q1JL3mwy85ladXqJ4zToD/bKDm7zx06It9Bv9O5/OWE1UXEqRrle/SsGFhALNRjo1qs5bD3Tnjtb1MOo9J12XkjN445fFfDlrXZGufy38O9fFhcRgNNB5YHs2zt2KI8c7Jj4ZIsM9QtvVa5y16xSXm6I3GjTyPWMoCF8ZKyvVqcDxHac8tusNeoLCAxGGtmBqi7QfB/uiIl5VIvwHIoQRzL3B3A2ZNQOkFcx9Ef6DkLYdkPI0rkApCdpFcOyFsPEIYyvMRnhg1L08MOregq8mJTsvXmD5qZPodQp/HNiHrQSyQtYKC6dVxUpMHzCI4Uv/4Wh8HFLTsBdzdiSBULMfR7Yex1pgkJsACSd/9COopkb5HiXn0qmgQyeMrgyTkmuqxuRCUMW/OQCDR/bjzie7c3TrCYLCA2nQrq7bgGxU9PzW/llG7pnGrqTip7YQCAL0Jhyak1YRtXitQW/MOiNJ9ky+Obb4Gu/nyjUq+4fzZO3buKNCc6/H7DoRzR+rdmP3VYKzAIx6HQad4ioQkkeG+JkMqKrG7a3q8e7DPTDodMQmpTF29jrsPt5pi93B/M2HGNytOdXK+S7GU1L8Twt3cJWmOnvgHGcPuTL7kZEFsXHoqlZAb9AhpUu4DLi/LdMnbyr2de57qB0BgSWv687M8C5EHv/oft7v9wW2PKoZc4CJwW/c417r0l6MWiiG5i7BTnaZP/MdCPMdAEjnGWTiA+A8hKfu14pMG4Mo07XQl5JS8ubqFfxz4jhWpwORXa/0WlGEwq3VXaqEikHBzBv0IHGZGVgcTl5YsohDCd6LEBfEzEMHaRTUuNDHa3bB6d/NJSrcA/SRdC73DJmOBGKyDnI6w3tpwsISaapBpPmKl0ZweBBte9/i8/hAvZkxze7njrWfFOt6AToTf3Z4gRhrEpX9Iqjof0WQtY+swzfFatUTo6Ljydq3cWfFFj6PWbD50DV5xxw461Lj6BRBWKAf3VvUpm/7RmiapHKZECKCr+TmORETj9Gg8yncXUi2Hzt/Q4T7/7RaJoeLZy67b4i5DFEXUFUNkOj0CjOnFr/yuRCCwQ938Lk/IT6t2Hp3TZOM+3IpiQnuxqBbejbj7ZmvUKlOBQBCygQz5KP73WbKmpoMXHXvhSHoLe99UdORiQN9CPZs1GhkIXOoWDKtrDp4lH9OHMfidCChRAS7XlEY0rwFtcLdjWNlAwKpFhpK5eDil+xLtVpoc1eLIgX/2hIErnlkybxOGc4EVsWOpay5LmoJ6OGVYhgFkq6hrN6YZvezJu4wXxxeyDM7fmHcsSWkO1yOA2cz4zGLkklxa9OcVPbP30BqKSG3R1WTWO1OujatRZMaFWhWq6KbYAeoGBGCs4CKTzpFIcjvxqjy/udn7tsX7/EszKzXoVYq70pOBXCNpZeFgEXzdtO5W30qVPIccbMy7SiKkj2YFJ3FC/ewcd0xfpk2jNCwKw9M+76taN+3lVt0pxuW+cW4mgDnCTA2ddsqtSRIvBtkAS+18AOuvJyaprH455XMH7eErHQr7Xq35L4R9zD1/b/YOHc7l++ugqV9GVdoXgkRYjIxsoNvX/pqYcWfFekUBbOfiUGv382sLxcWeLzQQ/nOkuoBbdBh4HRm8VeHOUhU7Fom86NHosprF06KLHjQSbFnciEriUr+4YQaAzBeg5V44qmVRGXE5/qi/3VuK+vjjjK944tU8gsrZt57TxQEay4dokmoZznKHHq1qsu2I+ew2K99ZWWxO1i8/ajPAiB1KkVSp1IkR8/H+RTyQgi6Nat1zX0pDP/TM3fVqXJ4y3Ec1qt+uLAQSjI0X0rJ5J/X8eRDE5kzYxsAmZk2zkclYLM5qFQlvNiCHVxFitPTslgwe6fX/XkFu3TGoKW+hxZ/F2QVJ9pOQvonSGeU+9bUt0EryP/XDP6PuvXnu2d/YeLrfxB97CKJF5JYNmktTzV+hY1zt+GwOdBszhLPkpBkseRbyal1xeLbQCpkF+p+6vNHeG/2q1SuV5Gg8EBa9mxKg7a13Y7VGXQEhwbx8Re/cU+Vj6noX3h1TmFwShvyGicmAJdsx9iWMNX7NTSVjw7Opc+6zxm+axJ91n3Ox4fm89OJ4seEnM647BZk5JAqCbZ0Vl46SN3gitQM8qz2VBw0JFGZ+T+z3VvUoWWdSviVUEGMghwGxj/fn06Na2DQKSiKK0O/2agnwGwkJMDM98P7l1hfCqLA4VkIMQnoA8RJKRtnbwsH/gKqA1HAICllcva+UcATuKbLL0opl1+PjidfTuHFDm+TEpd6xcc9B53i4ed+LUjpKqwN8PvEdRw/epHNG46j1+nQpKRPP986v8KiqpJd288wZFg33/1wRiET73UZPovpU+1qKAOZ/BRErsj2pbeBbT35S2ED+N+HCHwRALvNwfLf17Bs0hpXnvyc+3CqqHm6FrQrgbRO5ZBXuacadbpil9oTQMdJP9OobFlea9+JpuXK5+47k5zEy8uX+D65AOqEXUk41XlAezoPaO+2/9Cmo8wau5C48wm07NGEga/2Jby8a6UQZCjLvxFVOtiVOJMGwT0IMVZ02/frqdWsjD2AXXNizw4OWn5xn5twLgpGoUMRCo6rBiWLamdf0ln6VGrJ6Cb3MXjzt8Vq3+1aij7fWbtDVVmw6RDJ6VmUDQkgyN/M4ahLxZ5r+BkN9GnXMN9jggPMfP3M3WRZ7dgcTsxGA/tOX8SgV2heqxJ63Y2bTxdm7TUZV0HsvEP/m8BqKeVnQog3sz+/IYRoCNwPNAIqAquEEHWvR5Hs8cN/JT46EdWL8cJos2K/TsmPHA4nG9ceQ1W13Ad47sxiGDW94B+Qv3+xTP8aZBYlUmZPPYe83BCprw8Bz+Xfpr4ehE1H0bkSHsWevczLnd4lIyXTTbB7w3Qxi/Al0ST1rooA/PxNqFLy/R19GLlqOUnWokdgakCS1cLG8+fYeSGGV9t3pFPV6tSPLMM32zZfUzKy9eeifKvBgMadGtC4UwOv+4w6z8IX/ybOZmyneXh/t22zzm/zEOTFFewAt1doxprLhz22GxU9lfxdA+fR1GuvQyAAP53RZ4k9KSUv//g3e09dyDWomgy6Ygt2RQh6tapHuwa+B5O8+JuN+Jtd73P7htWKedVrozAFsjcIIapftfkeoFv231OAdcAb2dtnSiltwFkhxCmgDbC1hPqb0ye2/L3Lq2BX9ApjZr/KqPcXoqolHzAgJdekgsmPlq0LKOZr30HJ1k9VwXkYUl8D/AAvASJKLUT4XwjlStj054+OJ+VySr5BPnkJXXeJkIMp1Hq6PXfc1Y3uNWsRbDLRplIllp32dPcsClZV5fPNG/lm2xbqRERyMS3tmoy2WQ47J5MSqRvh3e01Pyr6NSr2da83AgW94j55kFKS6SzZwKmHa3RiV9IZrKodLY8o1QuFvpVd+a0uW68tUlwA3co24uUGdxFq9D6g7j4Zw77TF908ZWzFdIcEV+qRo9GezgsHz8by3fyNHIuOo0xIIE/d1Za72ngf/G80xV0jlJNSxgJk/5+zHq0EROc5LiZ7mwdCiGFCiF1CiF3x8cXJ9eD9BdbrdbS4rQnBITcuh0NJEe8je18uyvXKUW3Fq2AHCBzqJtgzUzM5vuNUvoJdZ9BhMF/RKyqKIFBV+OjpQfRv0JBgk4lN58+x6szpEum9KiUWp5Oj8XFYnddmgLRrWrGzVCrCVSCj5CjJtiS1Aju5bdGQVPLhbRJh9F6AJT/0QqFmUHkmtHmSRiGVMQgdRkVPZf9wxrceSqTJtfLrXall0bufzV0Vm7P01rf4pMUDxFvT2ZN0NledlJc9Jy9gtZWce6pT1Tgfl8LeU1cC746cu8zT385hz8kLZFkdnLuczJg/VzF9zZ4Su+61UNIKIG9Po9c3RUr5s5SylZSyVZkyBUeBuV1ECFrf0QLlKv2VTq+jwz2tAeh9T0uMppJzBtLpFIwmPQGB18mNSbiVTvVOwJO4Zth5uc46vKzZbh8Lmq3r9DrKVStDl4HtqFS3AiGRQXQa0I4fdnxG2Squ2XCyxcKwRQtKPGmYQ9OwXKNwBzibXPjkZzkk2M6yOOZDStJ63CD4dqqYiy8IAfSY0AsjvSq8iZ/+SgRnvDWNgRu+JjbLMzmaSdHzeM1uRb5WiMGfMQfnMXDjNxxMjXbpxEOq4KcY+e7YEpZe3IsmNcr6hRCuL7oK65V6dzG66SAuWVPovfYzXtz1O6/tnkqvNR+zMe6Y27Hhwf6YjCXrDCg1ydlLV56NHxZu9vCht9qdTPhnK44SCNK7VoorGS4LISoAZP+fEzESA+RNy1YZuC6lXV766SnCy4filx1Y5BdoJrJSOM9960oF8OCQTtzSpiZGkx5//2vPlVGlajgTpzzFyHfuxlSCg0YOZpOBbt0bkJqShXpVQQFLppX54xYzss9+NixtgKYZs0vbGUFc54ozzkNI6+rcj0FhgdRsWs2rvVrRKahOlYunLrFxznZqNq3GnLhJvPvXq1SqXSH3uKWnTuDQiv7wVw8Owa+AZGOKcKUmuBY+XL/W7XPy5RSmjP6LN3t9xE+vTib2rPvy/LLlOH9FvUBU5rZruu7VnExfR/3QHsU8W1A7sAvdK7zKk7VnUTvY3XX0g4NziLUko3pR8/krRiacXFmMKwr+ubAbZ7aJLVO1sTv5LCczLnEg5TyfHl7Ax4dc7rtP1+tZpLYVoG+VVlhVO8N3TiLJnkGWaiNTtZHptPH2vhlcsqTkHt/rlrroSrjwgVAE/mYjs9fvZ8mOoxw77z1QzqlqJGWXM3Q4VQ6dvcjkz+cxtOFLPFDlacY9/wvJcdemmipUfwuTyCZb5/5PHm+ZL4HEPAbVcCnlSCFEI2A6Lj17RWA1UKcgg2pxi3XYrXY2zdvO+WMXqN6oCh37t8FgdHczij6XyNnTcXz07txrmlQFBZuZt+x1AA7uO8+03zdyIToJk9lA7IXkXG+a4qAo0LBxZaLOJmCzOjAYdAx6uD1339OCfyauZOZn87Fl2VCdGkJASKSeZ8d2odt9DSBlONdeSzUn8taH/tXQAhH2uysFgVKe6BOpvNzpHRw2B9ZMG0azAfvV7qi41DHfbfnYrdIPwMTdO/h888Yi93JAg4aEmf2YdnA/DlX1qj4JNBqx2O3X5EAogNMvvgZA7JnLPN/mTWxZNuxWB3qDDr3JwBcr36NBW9d9zTn3KhcsB67hir4JM1Yh2R5d8IFeMCj+DKs9x0PXnuW00WP1Rzh9pPYVFP1VMSquxHxXe8lcjUnRM63ji6TaM3ly+8QiXaOSXzhP1rqNL48uJEt1f+YNQscTtW9jaK1bc7cdOBPLiJ8XkWG1g3S5fTquoRKTn0mPmp2tVacoWO1Or/Ydk0HP6i+eYea6vfy2dDuGVcfRn4xHZF9bb9ARWjaEXw99TUDItRnh8yvWUaBwF0LMwGU8jcQVDvk+sACYBVQFzgP3SSmTso9/GxiKy1fvZSnl0oI6WJKVmHxxb6+xpHtJ/FVYFEXQb2BrWrSuQet2tdDlUQlFnYnn+aG/Yb+GaDhFEW4qD5NJj7hwGce5WFQvA4fRbGTeueoY1Nke+wpxNVyGWcWVXTJgGOhqQepwvL7WIhCkE4TO9b//IKziVdbP2sals3Gc2nuWHUv3er1Sk84N+Hr9h27bDsVd5u6Z07wenx/j7uhDn7r1sDodHItPYPDcmTiu0mUNbtiYf04eJ/MaPGaMio5jw18GYESPD9i35pDHMRXrVGDKcVdysR+O98Ypr0/BdaPwxy7zL2rtC4PwY3D174kwuXtrpDss9FrzSe4M+1pRELzZ6B6+OvpPgYW1zYqBVxv0oVPZ+tyz7osipRdWENxarhGb4o95vc7gau15rUFft22aJjl1MQEhBFuPnGXc/E1cY5qpfDEb9XRtWosdx8+TnG4BKRFZdoJWHMcQdyVA0ORv5PGP7mfAK33zaa1grqkSk5TyAR+7uvs4/mPg48J37/pz5FDMNQl2cD0k82btYOmivdSoXY4vxz1MQnwaG9Ye48DeqGsS7Dnt58Vmc0JoCJzy7jamN+pwpO/AUBy7cfCnYGyHUEwgghFCj5QOZFogyKtzYguQFkC9IvezZmMOCOHOJ1w+7zO/WOBTuB/dfhKL3cH4nduYfmg/WQ4HrSpUxF+vJ6uI+vFJe3fRu05dzHoDRxPi0AnhkVJr5dnTmHS6axLuAXo9aTYbtvgMr4Id4OLJWPauPUSLWxtj1gWT4bw+BSCCDOVItJ8t1rkaTvx1oV7a9KNmYFlOpMdeY+9yriNpHVG7UKo2RShEmAKJNAXRLrIOG+OPFXhO3uusizviNeurn85I+0jPWgKKIqhb2WXTs9odJV51OCdYyeb4P+7OOjyKq23jvzMza3ElWHB3d6dQKkBdqLu7t1TeuvtXd4UWqlAoFC3u7hIIxN3WRr4/NiTZ7G6STTbQ9r6uXiWzZ86c3Zl5zjmP3LeGJARDurRixY5DlJ7YyQqBEW6h6KxuxH67Ecnl+Y2cZS62LN3ZYONeE/7VFap1ga4bPPPY7JD1Z7e72bc7jeef/JkbLv+ILz9eyvo19WfPqxGyHDBhwtANZFM9VosiDinsXCSlGUKKQ5TLvAlhKuecqUqOdmLur/7SOqDsiwpu6olXBiYS0zWde+f+zhdbN1HkdKLqOmuOH/NZcdcFe3Nz2Z7l8Xf/tGcXDj9Bq1KXq0GGHSDf5eSs777ih7fm1NjujQdeZUXWxyRaOtTYrr5QhJWu0adRn6wZWZhoEz7YK4haFU/2uoBwxeLTs6keGgFWyUSOs7hWWgGBh573hBF+pvfFxAS5OtEMHYTw4oa3ymZ6xCQzJKFjDWfCh3PX+JsXGgRV0yuoBnTDYMXOFP8pl0LgaleZmaSYZK84VGPgX88tUxuOpuRQUhLaXF5V1Vm5vGFCE3WCy+3f+SkgJikaS1h7cAcpPmAUYaipCCXZY5zd28C1AkQkwnomxH6AUfoRaGlgHgL2WfithjVK8Rh9hbimsXQa0J59G3xTG5PaJ7E07ahfit9gfbuS8FSg9kpqGpC/3a3rISEnyy4rZcXymleVmTtL2JQ3KyQUASegCAsmKZzmtu4MSbySKCWJldmfBsXHIpBoEz6Yic0fCtimY2Qzfh71AL8fW8/qnP2Uqk66RDXngtZDuGv9F+S46i6Q3TWqBTOOrKp1hAmWKN4deC2K5JlAwhQLF7UaykcHF9Vypjc0QydctjAwphVuQ+fM5n2Y1LwPkh8xEMMwWL83lXnr97Buz9GgrlMVAk/Re3WXjoE3nXhA4jBZQrdVxgNlk8KUW0+v93jqgv+8cReSCDm3ycmALAlIy/QxG7IskdS2CS/Onw4R6ZAfLNulBFoahtwCo/ABcPwFOAETFL+KiH0HKe6Lita6usszAfgMsG3Fqh/g/s9u5a7hj+G0u9BVHUmWMFlMTPjfVLbm7/Ix7m5dRyK4W6PpOh3LmSAv7t6L7VlZ2FXvVXqoMsNdmkZekgnZJPuNeQCYY/WQGXYZE0MSr2JA/CU+nw2Iu5T1ed/WuS+BRDNbd5ZkvE2StSNdoydikb3z1jVNI3XtEbqURXPBiMsx2Ux8fmgpd67/nDxXcBq9mwtSsNRCNGaWFK5vP462Ed4UDa3C6yd7V6Y5ebX/FZgkhVW/rufWsx4k80g2bbonc90Ll9FrlIcm4MUZi5mzZleD2SGFgKgwK05Vw+50Y5JlVM2f4F8A6DpKZjGSWSahWRwPfHYrzds3rf28BuA/b9xbtY7HGmbG4Seb458ESRKEhZnRDWjRMpbLrhrOL8/+wO7iEoQQaG4NS5iFCVeN5oonLiQiJgxogoFMcKyXKijtwbmw3LCfKP/3uHiMgnugyZpKvvfIRzHyri7//MSjbEVEPe7Va9serfhw86v88Mqv7Fl3gDY9krnoganIyVE8/8123+9L8LW27WLj6N7EQzo1tUtXFqccZPHhQ6i6gVmWkIRgfNv2zN1fv1TL6kiY0o2S5WmUuX0pEmSbQYcbQrgjLBfIro5dBQvYVTg/qK50VFbnfI5muDhQvJyV6V+S90Z/HBkmxl82kpYdmzF9yos4Sh2eZ0vVSfx2IAdseTjrST1QWyDVpat8eXgZFtmjylToKmVxxg7e2RPcdzuBBEsUJknhr2+X8+ZNH+Is82TP7Fq9j0fPeI7n/ngUS7tEfl+9C4e74bUPugFlTjfPXD2JbYfSiQq3sPVgGqt3HfEx8JIAkyJXuGcEEBUdzgPf3sWAds1JbBlfJ8WyhqJOqZCNjcbOlrnu0vc5eiQ36POsVhMXXDqYbz5vOI1rXSArEsmt4vno6xsrbv72v3fx3KVvUpJfitPuwhJmwmRy8epP+2nbTYBhAoLJmQ1DaroFPf8WcPrZDosIRMw7CMvwikOGexdGybvg3g1Ke0TEHQhz7zpf8Ybff2HF0ZQGqy9NHzmaa/t6JwZsz8pk7bFU4m1hTGzfAaemMvn7b8i323Fo9X+pLbLM+2dNpXWxxNu3fcKOFR4XjaSAMBm0u9pBp9sdIeGnk4WJQfGXMyjhMq/juwoW8FfGaw3eHegaZC1T2HB7JNZwC26X6rUb0ZqbKPm/VmD5d4TgrJKJR7qfw6TmfbikxY3kZRT4tOk8qAN9njyHD+esbrAK2wnYLCa+eXgabZt6aks2HzjObe/85FXIJJcHcM8b0ZNfV3k4dqYO687UYT0ahTSsQdky/wXk5tZPeGDq+QO46oYxbFh7iL2700IejKkOTdXJTC9k145jdO/pqQVb+et6inKLK2QEnWVunMDLdyTz/l/7CN4RcaLCtu4PmjB1Q8S+F+R1KvHuGWfz0srlzNixHYemItVTjWl/nm/laM8mSfRsUkkhG46ZeZddyXfbtzF3/152ZtdPkemK3n0YU6709MbyZwAoK7azad+fbJQ/AWvoVu0XtXqHJjbfoOySzLdD4vaRZEgc7nl+/MkH6m0toBreUrr/QJiETPOwWG7pOJFxTXtgL7FTmOOfsuPIzlSGmk3IkoQWgl0ceCT3khNjKv7u26EFD140lld/XIoQAlXT6dwykddunkx8VDjnj+wVuLOTgP+0cXc4PJktsXHhAeXsAkLAdbeOA+COB87gnpu+bHC6Y13gcrlZNH8HHTs3w2xWWDpjZaU+bJXBHT1goSBXJiY+2AfX408VtnMxXCvLWSarwTywXmMPBIuicP+wkSw8dJCs0pJ6ZcoA7KqjoY6yWLl5wCDO6NCJsV99GvR1Emw2Hh0xxud4WKSN4f2momamsqNwHhIeLhlFWGgV3pe9xYuDvhbIJFp9xRsKnGmoIVBhOoGavC1SmstHc/ifiBhzOD+MuKdiV2sJs2AJs1BW5Os2s4RbcK85jFRkhwZWqEtCYDbJPHrpeJ/V9znDe3DGoC4cTMshOtxGiwTv7CTDMDiaVYAQguTE6JPijjmB/6xx/3PuVt59bT6SLHA6g6/g7NAxieVLdvPDt6s5uC+zUZggzRYZl9PbOGuawZ9zt7Dhr21cfOEAjEBbSsNT2Ro8yq9nGQ/WSWCfB7g5oa4kYt6p8Lf7vaxzBUbZN6AXgvV0RNjFCFGd78YDp6pyMD+PWKuNJSmHyLPb623YwVN9GgyaR0bW6zqRlsBauUIIxjS9g75xF5Bm30GYHENyeD/Sy3bV07hrvLv3TCLkeIq0TE7ENUw+HEL1h+aE478FXpbLh12YjrjRO1nRxKl30wZCtrOIn1LXcX6rwQBIksRF90/h+xd/wVnmvXgrzS/lh2dnEQ3IfVpQ2qd+Ai5tkuLokpzIxWN6A4K9qVl0apnoZaQtJoVurX2DoztSMnjo47nkl3gWUE1iInj5hrPp1DKR9MOZfP2/H9m6dCdxzWK59JFzGTYltIuq/6Rx3783nXdenecpBKonDh3M4uWnf8XlajwCIFmSkSTdu4DJ5ca1ZQ/pbjfvLt+K6kceTJJ0OvUuIyq2HmMTnrxiIQQi+kWMsCvBuQKkSI9QtuQrUWfoheBag+FYAI6FVNAUuHdi2GdD/I8I4W0QZ+7YzrN/LwU8Zd8RZotPZkuw6JaQiG4Y5Wlpta+ApHquknLKfLNF9m08yKePfse+9QeJbxHLtc9OY9jUSn6UOGsr6le4DzpuijTvlFY3wfPcV4VJWDEAZ5mTwt0Su1+vnCxkRUZWZFwOz6LHGm6h6x/hRI7qypKsXSGrXG0M/HZsPf3j2vLrsQ0UuEsZeW0XLtQmM/v1Obgd7grhnqoCPlFb02g9rBMHXI5axKt9ccvkoUhCcPu7vwCeXPa4yDDeunUq7ZoFzvQpKnVwy1uzKXVULiyPZhVw4xs/8sVN53D34EewlzjQNZ2sozk8P+0trn3+Us6786ygxlcT/pPG/befNjaI6wU80nf1VQqqK8IizPQd2IZVy/dVHjx4FByeVYhvzqyBLVwnLELjof+rZ86u8GbgFKZuYAqsLqOXzoDi58qpB6q7cBygHgX7bxB2UcXRtcdSeXr5Yi+GRre9rJ6mrxI/793NZ1s2YVEULujanUdHjsaqBJYsk4TAIstBB3I7VuNy37fxIHePeBx3OYVsSUEpT533Mlc9fTGXPXYBADY5mt4xU9la8EtwX6qRcE7yS+S7UinaJ3j1ru+xKDpEeYrKHvzidsKjw/jlnT+wlziYcOUYxk0bgWJScOsqh0qyuGLVu0FfUxESZskEGKiG7peKt6Eodju4YtX/oeoaGjqLM3bSZVILfnzkU357Zz5fPjETp917p66pGhMiornvirO45a3ZQRn4EruLV35c4hU0TXMWctObs5j3/A0Bg6TzN+xF87NLVTWdN+//ssKwn4CzzMnn02dw1g2nYQmRgPZ/0rjn55bUWUjiVKIgr5TrbxnPxnWHcTrcoGpQVFOOsSAqXuWBN4/TNNnA40oJcjUst0HPvwNca0CKBssETx67ez9QgqdgSQYiPfzx+hG8qAd8YMdwLkJUMe4fbVrvQ70bCqdWnt2zmnWoKj/u2sGxoiI+m3pewPZCCM7r2o3vd/imYgaCVVF8xLc/euDrCsN+AoYBXz4xk/PuORtbmGfXMjrp1n+EcbdIETQP607zsO4wCGamjWfnyr24XSo9R3Yh/VAWL17+Nkd3H/Os7u0ueo7sSrN2SZgkhR9S6qetc3mbkQxJ7Ejv2DYcLM7ktnWfUKg2bAdSHZmOQi8+GrvmYnfRcRZm78AaZvH7mBoGGBj07dCCNk3j2Hes7lQR+49l4a42GRhAblEZQ+54i6nDevDopePJLiylxO7gy4UbOZiWg6rpPnTAAC5V4+imw34VzISAtIOZtO1RN7Wn2vDvyH0KEkNHdsJqDbyi+6dA0wyOHc2lSVKUJ6WuDhkkmUctPHBBe6Smu8DsX2KsRrgXg/NPMApBOwpln4J7PVBAZSWq5vlbP0TtOfQSSN4r3YwS/9lJNkUhKTx4EQh/cGoaq4+lklLgy0deFY+NHEtSeN2Y90ySxGdTzmNQi5Zex/es2++3vWHAku8q02SFkJD+Aeul7tFnAKDqLo6XbSNXPUiv0d0YMLE3qlvjnlGPc2hbCm6XiupS2bvuAHePmI6rfAL7K6N+DJffH1nJXxk70AydTlHNKNFCS6YmALPs+/s6NBcL0rYyZPIAv++Qyaww6vyhuNwqx3IKgrrmvuPZAVMpdQN+XrmDgbe/xZmPfcJFz37D3LW72ZOazYE0/6nXJlkmqbV/lS/VpRGb5J8uoj74Txr30yb1pFmLWEzm4HkyqkJWGj+y/fRjs7j+1vHExUcQFh2GqMOWrH2fNp5//ANqFMBMXuEUPnvsOx6c8DQf3PcFA81xmCX/v/28aVeG7sqyxKF8/8bdMAw2pafx3fatdU67NMsysVbfYKo1PPA9qZ6pYZZOvY5q95gz2Ve0lI8OnM9vx6Yz++j9fH7wMnKdKRXZV1V/El03sJc6WPO7p9bE3oBCpt+PbeCpbR6mUimkSlKeFXOgW2mRFRJbxnPTq1ditppQTJ64gsVm5sIHptKuV2v+3n44aL/g7qNZIUskspoV+nZozvVPXYwlzPuZMltNDDqjLzGJoTPup36Z0QjISCvAbFa8girBonXbBJo0iWbLphRkRcJkkhlzWnd+/2ljCEfq4alZtmgX3/50J5s3Hmbjwo7Mfup7v1kyQhKYrWZue+tazwE5OWivTOgQBsLgWMbd3Dn2PVx2F26nyvblu1E+kom5syf5zcwV2TE2ReGeIcOJsdmINJkpdjeUg95DEXCCjqAq3JrG9b//zIa0NFyqSl2LxEvdbs747ivaxcby9TkX0qw82+b0a8bxw8u/+rSXzYKyLhvZkFtG9+hJ2JRoTJINh974QgyBIAszYLAw/RUvGmK3amf20fsRh6b6ZJYAuB1uMlOyyawieFEfOHWV5Vm7SSvLQw/AF9+w/v0/8Cd0WafcOomBk/qyfNYaNFVj+LmDaN3VsxPLLCjGFSQTaUNpC07AbJK5Y+oILhjdC5Msc/s71/LhfV+hqhqaW2PI2f25//PbQnKtE/jPGffCgjLuvukLSkudDVrYZmUW8cm3N1OQX0pxkYPmLWL56Ye1oRtoFRxLzUVWJAYMbs/nd3yMEMKLKEqSJeJbxNFtSCemPXoe7Xp5+LlF+EUYjpmNMqaaYULEfQSmnnx43RuUFdorGCJVt4rqVum8NI9D13fgeHERAoizhTG4pacwy9HArBnwrNRGt25DcrTvSuerbZtZn3a83nqqh/Lzuea32cybdhVCCK599lKWzlhJ1tGcijay1SBhsEZ+uxWszVnP+tzvuKDVG9ikKIoJkswtlDAE2/J/RzP8+XsdWBILsEVYsVcj01MsJjoNaM+GvIYznJolhSWZOxvcjz9oASaMwyVZHCnNoXV4As3aJXHxg1N92nRv0/SU8UxF2ixcOq4v9lIHhqwx6ZpxnHb5KDJSsolOiCQyNjTuyqr417tlnHYn+zcdIvuYx8f159ytuN1agz0W9jIXqqoRExtOcut4ZEWiY+fQU3TKsqBHL4/RS917nCO7Un2CLbqm07FvW6bPuKfCsAMY2qlaIbpBboMQNrYu2Ul1CgsDWDM6gsyS4oq/jxcXMW32D2SXluJu4M2RheCaPv14+4yz/X7+w84dDRbKPlJQwJ5cjzGXFZlPd73JVU9fRPP2SSR0ttH1Hgf93/ZUR6qGE5deyg9H7iDLta+mbhsdkiRR6D7ut7LVWeZk7aqlOO0uZFOl28xsNdG+V2t6je5GemnNMYy6wKWryEKq844pFFAOu/j1o/ms/3MLWoDsqDKHC/UUJVp0SYrj9iGPcG7sVUyJupLHzn6e4rwSWnZs1iiGHf7lK/ff3pvPxw9/iyQJVJdK9+FdiBnUtUH57ScgBBw6kEWnLpUGvTHIx4QQnHuRJzBamF2EbFLwJ5uXc9yPaHPxKyEfT53h3gryBKzhFp/UM0f7SNRYi4/RV3WN11YHy2LpC1lI3NR/IGbZv18/0OouGEhCIt9e6U+3hlm4fPqFXD79Qt7fNxWX7ls92lhqTMFAN1TahA/mWNlWn/EIxSBztWexIEsycc1iURSZCVeP4dKHzyHfVcqnh5YE6LlusEomzm7Zn+Sw+rE9Bg3VIOy5dOQtZfwpp/KX/CdRcZG8vvzpCkH2E/jmr00nZ0zVYFFkDr+5ENfx/IpF58YF27hn1BN8tvtNpBBrvZ7Av3blvmHBVj568BscJQ7Kiuy4HG62/72bA3PWhiRTxjDwEdae97t/taGGQFV1rrn4Pd56+Q+ad2qB5sfHZ7KYGHRmX9+TtUzfYycFoiJD5uybJ2Kxef9ORlIYiuJreJ2axqxd/pWNgrq6oMaCqHM7d8PiJ6siGLg0lbYxvgVdmuHGpddP9q6xIWMiQknk76yPfAy7WgaHv7bgyPC88gLBFU9cyLdH3ufq/12MxWZhceYOv4LZdYFZUkiwRHJDh/Hc3/VsOkU1b/D3qdN1f81H2VKGcBq4ylzYix1kH8vl+Wlv+rTNrTHNuPHQKqsM8kq9vAmaqpGXkc/mRXVP0w0W/1rj/sMrv/oEhlSXSsb+NJQQrNxMJpmWrbxXH05H43DLqKrOn39s5Zknfuaa5y71iqSbLArRiZGce+eZvifKcY0yntphYMgePpTLH7+AQWf1w2Q1ER4dhsVmpkdSErLZ17iaJBk9BFt1q2LCUU1tSVM10g5mUFJQyrV9+9MpPp4wU/0necOAa377CbVaIcrR0k2IeqgVNTYEEuGmBErcOWjl9M3uEsjdIJO5TGHTfeHsqVKlqrpVH9Ith1b/nemicdP5Y+wjXNFuFJKQSLRGhThXxheKkLDNL0Y4vZ8pXdPZt+Ggz/cb1r1NI4/IP9J3HqugJK4KXdVJP1Q/Yru6oEHLGyHEPcD1eNyq24FrgDBgJtAGSAEuMgyj4Y68ashN89+lyawwZUpvZv60pUF8MEnNfAN14yZ2Z+O6xpHUc7s0DuzL4Oa7JvC/7snMemMO+RkFDDm7P+fddRZRcX54UixnQ9mbjTKemqEgtAMg90MxKTzxw32kH8rkyK5jtOjYlOTOLbjut59YnZpaQburSBJWRcYdAjqHQqeD0776nNhSGLrWTqv4OFb9ug6X042m6gydMoBvP7mFNTlpvLzybw7k+3Fp1QIdg+NFhSw+fJCJ7Svl25xaCTIKqj91qlOIoYnXsC7nW7QqLr3i/TKrr4wkEHNo79HelcnDEjvx9t5a9ez9YsbRVVzZdjQlqgObbEaRZBQhByWAHSyubjeGpSKHbHxzyoUQPoVnA7u04osFjUctHgiuxAis5hyMas++kATtercOcFbDUW/jLoRoAdwJdDMMwy6E+AG4BOgGLDIM40UhxMPAw0Bgva96ov+EXqQdSPdJd9R1A0tsZIOJvqzVXQ2GweYNKQ3qs1YIjyzghDN6039CHfjSrcNOkXEHJG9FnWbtkmjWrpJ69/2zpvLhxnXM2LEdp6oyoX0HzuzYiat/mR2SMJsuINemszSqhKQvtnp99vcv6ygoLuP1eY8zd/++ehl38KRGbs3I8DLuLcN6Ywjdb9aFQA6p5F4wcGl2n2tHtA88FkmW6D68i9exdhFJdI5sxt56CGfPPbaZGSmrKHSXYZIULmo1lDhzBJnOxgn6y0gk2WIYdeFQfvu/+biruTMTk+OJb+69s7UocoMpMOoDV6dE3BtTkd0aJ3jZzFYTHfu1o+vgmnVfG4KGBlQVwCaEcONZsacBjwBjyj//ElhKIxj3ix86h8Xf/U1pURlq+YxoCbMw6JoJfPfVqgb3n5dTjKpq7N5xnKzMQhb9uYMNaxtJCLscbpeKy6ViGAZup5tvnp3F/M+WoGs6Yy4ezvUvTsZs/A7OZaBlgRZabdi6Q8VwbQe5RQWBl8vpZveafXz5xEwO7zhKREwEfcZ256VpQ1lnK6HA4WTG9vpVPgaELBG5OhODamtTVWfbou189/daVqYeadAlvtm+lYTwcK7q1YfUvWlobo2y2f3ZtXEHkV1dtJziwppoYCGSWGsyGY7dnIp8uw1532MWYWhVCh/MUdDxFjuHvrCi2b09sIPO7IvD6SLVlYtNNrMx7xCfH1pGvrN+2gcpZZUl/arm4ruUFY26atfQeXfvPKZdMZTE3xPIS8/HUepEyB5Zzabtkli2di+FukbHFgl0a51EQnT4qcmElCQKz+9N+OoUzCl5IEtMvOE0bn7hskalAG6QEpMQ4i7gOTxabQsMw7hMCFFgGEZMlTb5hmH4RKaEEDcCNwK0atWq/5Ejwb+Euen5/PDKr2xYsJWE5nFccN9knnt1IaV+BAn+TZB1FQ6lolXxGQphEJek8vKsg7Rs90/5fmGkpo5l+sVFZKT4iibkTWhG/pnlPBmN8RDrBq3+twlTYTXeF0C3yWTe0R1787AGX0ZCEL63kPgv9yKXVTVYBpIFBn1QQsLgf5ab5gQMA7QyWH11BIU7FapOg0aYwPlMMs6u/3CVjkBwa1h+KMC6qhT5WKW6lG6WKZrSAy3SgjArIECWJHRd9xG4PhUIt5h4/IoJTOzfucF91aTEVO+AqhAiFpgKtAWaA+FCiMvrer5hGB8ZhjHAMIwBiYmJtZ/gB/HNYrnl9av5dMcbvLTgcY4WOP/1hh1AEzJateCtYQhyMxRuGN2JhT/EnJqB+aCMxPg/kCVfIiZ7u0jyz2jlMeqNtToRkHZXD3TJu3/DLJH6SG/szULDia5jUNwuHBzVV6IC3SnYdG84/1SW3KwVCsvOiaJwl+8mXZQZWO47SsRNKcg7QkvwdVKgSEgHHXDY6eWeLRnVHi3GBmalgrJA1f4Zhh08FdTRYYE1A0KFhmTLnAYcNgwj2zAMN/ATMAzIFEI0Ayj/f+OFg6sgN6eED95aeDIu1fgoKglAoiHQNYmd68NpgOZFSLB9bTj3TOnAtL7dcdp9jXfRwITgFQCDhRBoYQr2bjHexw2DiA05oZ1UFAk1yf9koZYKivb+8zJojsw2sf6mCOzHJTAE/m6IAORUN+GPH0c6+i9bGAmB82pPSu6Jb2YA7hbR0Ah6paGCS9X90gGHGg35BY4CQ4QQYcLjOBoP7AZ+A64qb3MV4EvKEWJkpBdw9UX/19iXOTnIzIG9h6E08EoqIlo/pZxh21aH8di0duzaEE5psUxOuq9CUsyStJMyFkMRuBO8V0GS20DJC7GhEgLd4t+AG5qnQOifBMOA7GUmPGavDpOc28DyU0Ejjyr00BN8dyRK3j+zDqEqvj4JBVX1DqgahrFWCDEL2ISHK3Yz8BEQAfwghLgOzwRwYSgGGgi6bnDvLV81SvXoSYemw5F0ats/7lxvq6fEXmjw3VtNcdprHoA5y4lU7EaPaph+ZW0QmoE5zftl1s0SZd18C5AaiuJhSViOlyG5vVddss0gosMp3kpVgxDgzAlCBF0HKeVftnIHpKPe+eMCkEpdnndIauytY5DQdM+YhCA917+wdyjRoGwZwzCeBJ6sdtiJZxV/UrB9yxEKC//5M3WdUGav0yKrRZtTO5HtWl97kFIAiTMPkXl958bzuQNysRtLSnHF37oicMdbsHeOCvm1igckELYjj/Dt+VSVGh3wdukpnWwDIbKjRv4W7yBqIBgKaF0a3w8cUrh0bF/65rjbNh3D3SoWQ5ZA+QfcGE0n6tcdKNklIEs4OyfS9OpRjX7Zf8A3bxhyc0pOqqJ4o8Kk1MLRbiBJBuMvzG9Me1kr4pvWLTMkfFcBUYuONyrvvBprJv/MZFxNrLjjLRSMa87xu3o0js9VEmRd0RHd7N13/MB/ZqZM60vqthI3BGCWcJ4b+t1OyGEYnv+KNSwfZCNvtfukNyoFdiJ/3wEu1bNabgRx+zpD1YmetRVTdonHQabpWPZmof66tdZTG4p/vXHv1rOlX+7zfyWsFrDVtHoSXPDAZPqOabyqtrrgivsysNhqTw8xAGfbqEZduSNLFI5syrG7e5D6YC/yz0zGsIYwuFkl8CWcGrHzU5GdVY4pBmVp/8zXyBRlIIcbBMq7NyQwrAK1XxglrydjJP3z1csqsq/CJJw3JuIeGeF3X6LklhH7zQYi5++GBuopNwRhKw8hF3rHz4RmkLbxMFlH6y73Vx/8M5/KINC0WQwTzuyFxfKvJrisRKc2AQ18VHwE1z5zOSJ+NpjH0vjpKP4x7rwCbngijYgYFZNZx2TW8WdA2g9qR//RPbApSl3DenWHpoNuIFw6kWsyafnyNkxZdkQI6A1OwCxJdIiNJyLHRdjOfJp+to/YRd7Vm5GdNExR/yx/+wmEtTA4a6WLFp18SbwMwDk5mqJZ7Sl7ujl6q8aLjXQIT0IO9bMqC7BK2O9OwjB7+paq7NYEHoF0c2YxthpE1BsbWrTV79xqtphIO9i4xH//CYt41wNnEB5u5odv15y0ayY1jWLIiE40ax7Lj9+vITenuOImRsfYkGWJ0hInZouJjp2bIgBbmJlho7rw95Jd7Nx+DFkSHiFdu5uExEhuvmsCXToncXn7O3wElmRF4r0NLyOfYFuM/QCj5G0oPTVZQpOvKuHMy3dTXGCmuLgHbzzQlF2rj3l2UQJGnj+Y+z+9jbBIGyUuF8tSDjN3/15SCvJJiohg2ZGUoK8Zpph4bvwELLLEr3t2syclnbLFB7CuzsBc4KL1V4fQHhiAPcJMvC2MMJOJLRkZuPTgDb4iBB9POZeRrdoAcHTPcb6zz2Zb2S5cTjdte7TiovuncLTbdxwrCz1baCjQzNqdqR2fR1sv8b/zX2XHyj2YzAouh5vkLi3QDqjYXpfocEsfdrcoYHfxcXRDJ0y2kO+uO4OigIA8MpGKjW9H3Em+q5Sntv7AmrwDFZ9JiIBEcgIPtbNm1EI1pxtona0o2+00aZVAZkpWpRdQN0A3sBbZsceFpuYhWDh7Nkdya4RtOu513OVw06pri0a9doMqVEOFAQMGGBs21J/Q549fN/PeWwtwNmLGjMWiMHZCd7ZtOYrq1hg9vhuXXT2C8AgrhmGwf28GJcV2rFYTD9/zPW6XhqpqKIqMySzz5gdX0a5DJfeKpuo8et/37NpxDIfdjaxIKLLEvY+cTRQaT1/4qqehAbqu88BntzH6omFeY9JLPoGSlxvtO9cEEfUCIux8n+NlxXZMFgWT2YRhGLy6agWfbdmESZZwaxpndOzEJd17ccns4BWkuic04fsLLibCXPdV5rrjx7jq51k4gzTwESYzG2+8FVMAzvgTyHUeYWbK7biN+hcBJZo7kus6jB5CMrIBcZcwvMn1XsfSD2WSeSSbNj2SvbQ6Zx1dw5t7/sDAwDAM1HqwqnaJbEFKWZYXs6RVNnFDh/Gc2bwvl618h2LVjrv8PliEwjnJA5l5dLXf/ppYo/lfzwu5b9NXlGk1SDKW6YQ/egxlX+D4QtmItrh6Ng8odN3ocGvEfbEOUeX6JouJt1c9R4e+bRvUdU0Vqv964+52a1xw5uuUBahMVRQZVa3fVj0i0kpJsYOmzWOIiLCQeiS3QgjEZJJp2iyGD766AXMVett7bvmSHVtTffpq3iIWRZEoLXMxdHhH2rRP5OP/W+wzIVmsJn6cew8SBlsW70BTdfqM60FYZOXKwzAMhBDo2eNB871W48OESNqEEL5l65lHsvn9gz9JO5CJq3MMv8QXUiZXPmNWRUHVNNR6PHcWWSbGauPXSy6jSXjd1GsMw+Dy2T+wOu1YUNd6feIZnNOlW+0NgQ25M1md/Rl6PUnDzkt+hQRLO1Zlf8bOwnkY9eRUr4r2EcM5u+X/am2XYS/ggr9fx6U3bGIZkdiZwfEd+ejAXzh1FUXIXNluFNe0G8Pbe+cx88hq1Gore5tsxqG5/K7MIxUrC8dP58K/3yCtLM+/qpNuIHJVIq9O8cpe8kFiBCUX9cVZTzvQYBgGMTM2IRd526iYxChmHP+ocjdeD9Rk3P/1bpm0Y3k1BlQTmkSSkVYQdL+KIvHo/86l34C2HDyQyb23fuWl8OR2a2RnF7Fi6R7GTexRcXzXdv9GJO14JUXxvDlbEAi/k44kBDu2pjJwSHsGn9UfgLVzN/L107No03EnVz90jNiEEoTcBPyoAZ0cuDHcuxHmPl5Hty7byfSzX/DoqLo0DLNEQoSJY/f1QA/3+D0bIn/n1DRyy0p5ccVyXj+9kt8+tbCQHdmZNI+MoleTJK/sqXyHnf31YIUMZncQpsSWc7zXz3gUujJIDu9Lv/gL2VO0ENWonrstoWDBTd12BwKZlmF1YBUFlmXtCnq8/lDidnBxm2Fc0HoIRe4yIhUbiuQxWquy9/kYds84Bc2ssaQ5fOm7I0021uce5P2B1/PEth/Yln8EHcPjxnHooBkIt0H4k2lehl2SJS+ZSpNZYfi4XvS9fALTv5gfku9aH9j7JxOx5IDXsRMCQ33G9ghwVsPwrw+oRkWHoQbQTGzXoQkXTRtar2Crpuk0bRaDrEjs3ZXmN53PYXezfetRr2OWOqhAaaoecDfhdLoxVxnvgq+W8szFrxMfv5Fbn95LXGKJJ/lEzwJOYX5/8atefxqGwctXvYuj1FnB0ilcOnKhi9gFx/31UC+ohsGiwwcB0HSd+xbMY+I3n/PQX39y2ewfOPv7r8ktq/xdXl21gjxH8C6TrZl1F7luFzEUvQGr7cWZb3K0dCOx5paMTLyZ6qHneHMb3NR9Ijcw6Bp9esDP9286xMKvl7Fn3f6QEVimlHgyP2QhEWuOqDDsAPEW/7ss1dC4u8tZHv534W2K0uz5PLj5Wz46sIgPBt/AH+Me5dcxD/LbqAcIey+bsJcyiLziMHKK90TYbWgnzFYTYVE2rOEWOvRty13v38ikgV1QThUlgRA42yWgW6vZIYGPUHko8a837rFx4fQb2M5vtl1ZqZORY7qg18MFEBllI7m1R4mpSVKUVyT+BMwWhWbNvXODz5zS18s4BwtdN+jRM7n83zofPfA1zjIX1zySjjWs+vc4hfnV1ST+so7mUJjtW3UnaQbh2+rHpx4IJ/zgX2/bwvwD+3BqGiUuF2Wqm/15udy3oFJwYt6BffW6/0NbJNe5rVWOpGPkiKCvcQIGGiuzPgVgf8kyn89zXIcIzgr7n2jspQ7uHfME94x6gndu+4QHxv+PRTfNCYmBL1QDLzQubzvSx3gDJJgjGdO0G98Nv5PTm/VBVJvU7JqLBRlb2VGQSow5jCRrNE3DYrmw23BMG8oQ1dZHzdon8fqyp/lwy6vc/+mtvLH8Gd5e/TwRMeFIkqB9s5Ok6+oHQtPRIr2z4NxOlZ4juzbaNf/1xh1g6nn9/RYyFRbY2bn9GDEx4UH3OfHMXhX/HjC4PRERVqRq5cyKLHm1A7j25rEMGNwOs1khPNyCosg+59UEs1lGLq+qK8otpqzIs+psmlxDUOlUwDLc+88ws9d2uCoMs8cYCzw+96Tw4O9HxXVkmQu6dgfgq62bsVdz86i6zupjRylyOtANgxJX8L9bjMXC0ORWFX877U4O7zjqI9tWFS3D+yBT/3TCfFcqpWoeaWU7CYW13V3oS6L3ycPfsGftAZxlTuwlDhylTo4tP0yPDeGYJQWTJKMICdmPIW4Iuka38PuNcl3FHCjOoEVYHJ2imqH4KfN1am7+ztrtdeyGFy+n/4ReKGa5YpNjCTNz7XOXIoSgZafmjDx/iE+wMjbi1FXgGrKEXOS9Su82rBMR9bBNdcW/3ucOkHI4B0mS0KtlRNjtLnbvPEZBQfDCuAf2Vm7LDx3MZPS4rixfsoe83GIkSaJJUhQPP3UOMbHeN8dsVvjfixeRfjyf1KO5tEyO45npP3H4UBaaWmn8JFkgCYFa5ZiiSJw2yTNZuBwufnzt9wqpsPSjZlp3+qdwf5gh8j6vIzGJ0XQe3JFdq/Z6GXmzzUyz83pjio2lXUwctw0cTHZZKTfN+TVoE2aRZTonJDK5k2c3VhzAcEtCYHerbM3I8Ez6Qa7cr+83gNSiQl5Z9TcbP19F2O+HMSkyQjUYMrk/D35xO9Yw72Byp8gxLM98v952OcrcFJdWioQUgnAq7C5cQJ+4cyr+NgyD+Z8t8ZGecztVjj67hZk577I0axeaYZBSksmctODSO+PMgQPcy7P2YJJkH3U0t66xIH0rHSKbYpPNyELCXS1uoQiZMNn7tzZbzTw5+36u73Eveen5qG4NZ5mL1657n+P70rls+gV+x1FYdoreH1XDsjcbyem9EHE3Mh/Wf2Ll3qRpFCazb8TZYjWR1DSG2Li6ZVZUxe5daRiGwduvzOOem7/kpx/WkZ/voTq4+a4JfDbjFjp3Dazw3qxFLIOGdqB5yzhefHMaffu1wWSSMVsUEpOiePL5C2jXIQmrzYTVasJqM9G+U1NuuuM0AJ6Y+hK/vP1HRX+fPd8MR1n1HUBjFTFFevRZbRdCzGdgmQxYABOYBkPCYiTJV9P1se/vpnn7JGwRVmyRVsxWEyPPG8znb9/NX1dcy0eTz6F302ac1q4DpnqQsUhCsDcnm4tmzaD7e2+RZ/fvCmgSHkGT8HB2ZGf6CFzXBkWSaB4ZxZQZ37Bs9hpsvx1CODXUUhdup5u1czby+g0f+JxnkSPoHn1G0N/JA8GwhGuJNjdHSKFZb2U591Hk8ixQ3C43D5/+LC67/8lQdWs0s8VyWduRXNluFIlWX/3g2lDgKqXI7RvbKFOdzD661q/4tgFo5RPvmKTufidGzdAp0Rzku7wVouZ9upjC7CIvHndHqZPvnv+Jotzi6t0A0Cyu/nxDsoAuyU1olRhDTISNprGRtEqMIS4yDKma10AWlQ4mm0khYls64Su9VdxkRSK+eSyZRxqvSvU/sXIfOqITVqsJh91N1dRORZEYO6EbzVvG8PDd3wfVp2EYbNmYwsJ52yqyZPTyQOGHby9k3MQehIfXTcEmOiaMF96cRlGRHYfdRWKTKLIyCunTvw0ms0x8fAQD+yTTPCkSQ9M4sOUwO1buwVVlZl+zIJqXbm/F9Y9n0LyNCyE3BaUXuBYSyMdaI0R4+Yq2uoG0IaIfR9jOqTxkrZs/OaF5HJ/tfosdK/aQfSyXzgPb06JDM79t67M6re6CqQ4B2BQTL592OkIIHx9uXaDqOnP37cXudtPkr+NILu+RuhxuVvy0ltLCUsKjvXdtbSIGsbXgl6Cv2St6Cu0ihwJwWtI9zEt/Lug+/OFAyQr6xV3AnA8WsHPVHr9tDIsg4fZO3LL+E6JNYVzUeij94try+aGlQV1LRmJtzn4mNOuFZuj8lrqBn1LXcaQ0G6fuf4VqkRTGN/VkisSYw3i+z6U8uvV7JAT28hRJHYMZKSuZdWQNHwy+gc5RngXVmjkbcfqZrEwWhT3rDjDojL4+nwVKvKgJF4/uzY1nDSEmwhaQw+pwRh5pOYVYzSZaJETRtNok8sQ5L7HRku71Pmuqztp5m1g7dxNte7Xmqdn3k9AitDGB/4RxN5sVHn9iMs8+/hP5xS4kSdCsRSwtWsVx0dlv1ivPXXVrLF6wwy+VsCRLbFh7kNHjAudBpx/P58tPlrF10xFi48O59IrhjBzblagoG7u2H+Ohu79FdXuyZoRhsHzBDmwpR9HLnAyZPMDvg7RqfgzWuMk88s2dABiGCyOzD/UzlQZEPQLFL5QbeSdg8fjSrZPr0Z8HqlulQ7+2tQaK2sfGsTc3p97X8QcB/HbJ5bgNnQcXzmft8eBy209gZepR3LqOUujfKAlJUJRb4mPcW4cPIEyOpUzzTe2rCRbFs7M0DJ0Cd1rIhLaLXZ6g9/zPluAs8zWEhkVQ9nZrUltJuPJTAFiTs5/u0S2DvpYLjSK3Z6Hw1LYfWZa5C0cAow6e6tQLWg2hW5VrjWjShfljH+Wxrd+zJvsAWvlz7dRVnKg8ue1HZoy4C4D4FnEISfikQWuaQXSi/xV6fknwWVOJMRHERtbMgtq2aRxtm8YF/Hz6jHv44L4v+fOLpbgdrgovoavM8/vs33iQh05/lk+2vx5SEsT/hFtmx8o9PDr+KYqWbcbYsBN5xz7S565i44p9uN1avUgJ9fKHxt9v7eFJCXwTMtILuOWaT1iycCc52cXs35PBy8/8xsxvPMLdrz73Ow67u2LSMYQAWcYeHY3T7mL1b+v9BifNVhNtule+DIbuon4ZMxJIiQjbRYjEpYiohxARdyLiPkfE/B9CBF9UUVJQyrOXvM6UqCs5N/Yqbup7P/s2HgzY/sXxE+sx7pohhCClsIDzZn7Lz3t2kVpUWK9+NEP3+O07RHoYE6vB5XAR29TXdSGExLnJwVcMF7g8qaJrcr5ife53ITHsAPtLlmMYBoEKFdXTY5CSrbiMymfIobvZmH+4Xtfbmn+EQyWZLK3FsAO0DIvnzi6+biybbGZ3QVqFYa+K1NIc8soFvM+5/QzM1dKOJVkisUUcnfq383vNPu1b1FpxXB0Zef5dPMHAbDVz5//dwAvzHvVrUHTNIPtoDvs2HvJzdv3xrzfuhmHwytX/V55frYKq4ioqQ7M7UQ83TA0oN7cEi8U3b13TdAYM9v8A6brB/73+J/YyV8UEAeBwuPnyk2WsWLabdH9FVZKAWI/BcDncSLKEYvJ+EBWzwqTrqlDlO34L/kuhgNwaEfuZx3UhxSDCpiEibkWY+9Vr5WAYBg+f/iwrf1mP6lLRVJ1DW49w/9inyD7my7cN0LtpMzrGBV7t1AftYmJ5atki7Kpa4cutD7okJGKWZfImJaNbZIxqb4nJbGLL4p1+z8107EUE+VqZpTA0w82mvFmoRuiCfk6tlHxXKhOvGoPF5ieTZ1Q0rhBNJADrcw+yLf9orSSgipAZltgJwzCYe3wT165+n6lLX2bUn08w5M/p5LlLAp9bnj/feUB77nr/RmwRVsKibFjCLLTu1pIX/5we8Bm+fHy/oHn39XrI4a3dc5RrXpnJhIc+5Na3f2Jniif28e2zswMXXArISw9ux1cb/vVumfzMAv8GxADyC4Hgt5gnsG3zUYaN6MjK5XvRdaMi1/3hp84hrNzfvmVjCp+8t4gjKTnExkVQXGSntMThd7fgdmn875HZgS9YZbXeJDmB5C4tWDt3I4Zh0L5PW+775BZim1RZMWpH/XRSGzSI/x0hhY4F8MDmwxzZleqZXKtAdan8/v6fXPvcNJ9zDMNgf15o8t8VITDJMo+MHM1Ncxqu6vji+Ilkl5Vx+w+zOXZ3d2L/SiNsbyFyiRthgGKSKQmQgaUZ7qDpA1x6KQ6tOCS0A1VhGDpCSEy5bRKrf9vA/k2HsJc4sIZbkGSJtn27sNp5CCNElUwRJisJlkikGiY3CYFNNnFZmxFcsuItDpfWXWK5Z0wrokyVNBwTrhjN6AuHcmBLChEx4bTqUjMRV2GpA1eQLtoFG/cx/fIJdW6/aPN+Hv98Pg63513ILTrCloPHef/O80ndG3ix6XaqdBnUIaix1YZ/vXE3W80Bt50NlcdxOtwsW7wbBLRMjmfshO6cNbUfsXEeX+vmDYd5/IGZFQHX9OMNmHk1zaOfiicoNOycgVz3/GW4nG40VcMW7idH1zIOyj4L8kIGwrUCrOPqP9ZqSDuYieTnt3a7VI7s8u/3DtacVBVAPgEJiLHaOLtTZ67p05+kiPAG+ywVIUgrKWZ82/a823YYL7z2Ia4Cu1dgVVM1+ozt7vf8Ynfw2Q/hSgI2ObpeAeCaYJWjiTG1QAjBHe9dz2/vzifneB69x3Zn0jVjOWTksmndp7W6UOqKcU26keUoxMBA4P8ex1kieH/g9fyVsSMoww6Q6yzm3GWvMjSxI9e2G0uCNQqz1Uy3IZ3qdP7H89YG7aItcdS9TsIwDF77cVmFYT8Bh0vljZ+W0653G3KO5fodw5RbTic2KSa4wdWCBlk/IUSMEGKWEGKPEGK3EGKoECJOCLFQCLG//P+NKu8SERNOr1HdfMh3hCIhNU9scP+6bqBrBqlHcvjx29WUllYWInzy3mIvvpmgcEJRRtM8ghD5RZCejcmsEJUQxQX3eoKaZovJv2EHhHlgPS4sQA9txWi7Xq38Bq3NNjNdA7x4khAoQRhif5ITOlDscvLYyDG0jonBqpiY1L4jZqn+REyqYbA1w8PZPvycQXTr2hqbUrkGsoZbuPCBKQEzG7bnB7tzEHSNOg1JyEQoDX9eq6J9hIdF9P17v+D2gQ8z//MlbF68nc+nz2D32gP0jGnF3V3OxByi9MsvDi/nzT1/VGS6+EOJ28HGvEP8nLo26P6PlOVw3J7HL6nruWzVOxX+96owDCOgK2XP0eD50ysWFYbB9sPprNxxmKJS/5QBDpdKdqF/l9K+Y9lc9dRFmKrTkwgYef4Qbn79qqDHVhsa6nN/C5hvGEYXoDewG3gYWGQYRkdgUfnfjYqHv76Dlp2bledX2zDbzAyfOpDTrxuP1WaqqPhsCAwDyspcXH/Zhyz6cwcARw43IEf1hKKMEJCSBgc8vsq2vVvz0ZZXiU6ojPhnHc1myYyVbF68Ha1qOpe6r37XNvslkas3kju3YMDE3pir+HUlSWALt3LmDYHldPs1C1wnUFdohuFFL/DcuAkMatESi1w/gxWmmGge6fnt9286RFmRHWeZC0mWaNGxKY//cB9X/+8Sv+cahoHTCK5gTiCRWrYFAJscU68xB8Kh0lVsXryDPz7+C6fdk6fvKHXiLHPy9AWv4rQ7Oa/VYBaMe4wuUc1RGmgODKh1F+DQ3fx6bAMNqdFQDZ0S1cH3KSsrjtlLHbx584ecHXE5k8yXcO/oJ0jZWY0xtR7eJ7Misyc1iylPfM4tb83m4U//4PRHPuKrBb4sthaTgsXk/7mLjwrHFmlDlmWvr66YFM67+6xGkQqt990UQkQBo4BPAQzDcBmGUQBMBb4sb/YlcE7Dhlg7YpNi+Hjb67wwfzp3f3AjH255lSd/vJ97H53M74seYu6Sh+nWs/6+96rQVJ3XXvid7OwiEpNCIMIsSVC+wzAMyDiURVR8ZPnfBv9312dc3eUuXrv+fR6f8hJXtLuNtIMnqmedBO1Zk9sglDYNH3c1TJ95Dxc/dA5xzWIIi7Ix8oKhvLfhRaLifIudTqBPU/858HWFAHonNcVSZWUdbjbz1bkX8OOFF9erT0WWOLtTF47tT+eB8f/jwGZP5oiu6WQfy2P+54sDnqvWw71hoFVQBXSNPg3FD41yfWEYBgu/WorDDx22kASbF3kWKWGKhfcH3cCopG6YRMg1k3zHhcGUFv0b1Idb11iXW8my+PiUF1nw1TJcdheGbrBjxW7uGv4YuVWClBn5wWe+OFWNq17+nrTcIsqcbkodLpxujQ/mrmb9Xu/JQ5IE08b3w2r2fietZoWzurbl3tFPeIjCqkwyqkvl6Qu8SfhChYZM1e2AbOBzIcRmIcQnQohwIMkwjHSA8v838XeyEOJGIcQGIcSG7OyGV2kJIeg+rDPjLh1By46VRkPTdB6/fwaHDoRO0srt0rjy/HdpkhTdIJKwClgqV7xVo+nLf1zNHx//hdvhxlnmWXFlp+by8OnPeBoo3YAg+TJEaCa56jCZTVz5xIXMPP4xvxZ8xfQZ99CkVSL5mQV88cQMHjztf7x756ccP1ApU7fg4IEaeqwZVkUh0mLhxfH+2Q+/2VY/AeJ7Bw8jwmxm1mu/+ZTqu+wu1s7Z6BXANwyD3YUL+e7wzXx2sH4TiobHr9st5nSaWDuiCM89lVBQhIWe0fWrO+gVO9mL8qIqdF33SrcNVyy82HcaHwy+AVOI3DT+YJVMnN2iH+tzA6fJ1gUCaGbzeHwPbz/CnrX7vcr5DcMTpJzz4YKKY+56CmW7Vd0nrudwqcxcusWn7U1nDeGi0b2xmBSsZoUwi4kBiXH8fN1H5GcU+O0/P7OQhV/5EsY1FA0x7grQD3jfMIy+QClBuGAMw/jIMIwBhmEMSEwMra+xKlav2Mf2bak47KHlcVBVnZ3bUunctTnRMWFBkYP5wOUZm2JWGHXh0IrDs9+c41XVdgLph7LYv/kwQiiI2NeDHPhaDLf/asVQI/1wJtd1v4cfXvmNzYt3MOeDhdzc9wF2rNxDdmkJKYUF9ep3csdO3DN4GEuuvI6O8b6+b03X+XlP/XjKf97rIanau+mQX8Nospg4vr9ygvo76wMWZ7xFtvMADr1+OdElrmycWhl7C5eQ6zyKbqiARKKlPdPafsiQxCuD7tMiIhgYfynjp43A6qeS2lHiZObLv5Cf5V0LsCnvMFo9lJjqNCZJoXtMMme36Me6vPpP7ACyLjElug8AqXvT/ApeuJ3uip0XgNyQd9QPCkp9i6JkSeLu80ax5NVb+ObhabRMiGbn63+i1xKbm/XG7yEdGzTMuB8DjhmGcSIyMguPsc8UQjQDKP9/cCHxEGPF0j0hN+wn4HSq7N2Vxlc/3sYPc+6p3yreMOBYJrZIK03bJHLt85dWfJSd6j9HHDwCHgDCMgaCilm7wRV8MKs++PihbygtKK1YAWuqhqPUyRs3fsAXmzfVu99nx03khv4DibX518Xcm5tT7+S+w/l5/LBzO5ttZT757eCpQWjZ2RMrKFXz2FbwG6rRME5uFScfHzifxRlv4NSLyuX2dLKdB1mc8Qaekrngnq2JzR9GCIlBZ/Zj+LmDfQp+APZuOMjjk1/wOmaRlJCzQp7AoPgOvDfwOsrUwAHXGqEZCLsOxRq2NzN5ofcL7Fi5h9bdWnpxzJyA2WqiU//2FX/HhIdOR9VqUhjXp2Pgz80Kv63eSUpaLqKw9srYgsz6FdzVhHrfRcMwMoBUIUTn8kPjgV3Ab8CJ0O9VQMMTjxuAsDBLw1bVtUCSBIUFZaQezQ2afRBgzLB2XH7zOB747DY+3v66l4+6eYemAc8zmT0vq6Edh2CNi9SoCUwV2LRwm1ch1wmk7kvnp931VwCqTSVJkSS/9LF1QbTFwpNLF5M3pimGSfIyQmabmVEXDCGhuaf4KttxAFnULs5SF2iGG62aLLqOyrGyrXx+8DLahg8Jqr8F6Z5KWSEED315O92HdfZpo7k1UnamcnRPpZjK+KY96zH6uiHG7ElVreorrzMMA/PPBYTfdZSoaYeQ/irAUerg+Wlv0qprS3qO7Oo1gQkhMFvNnH1zZSX06N7+Cw+DhdWs0CIhmnOH16yg9PuaXbh0HaMWkRAhoNfoukk6BoOGOtfuAL4VQpiBQ8A1eCaMH4QQ1wFHgQsbeI0GYdLkPiz4Y2v9Uxbx/PgtkuM4dtQ3hVCSJcIjrFw37QPcflYPNSEyysJjr10W8PPz7j6b7ct3+/j7FLOg96BV6I4EKHwQ6ii/VgHLacG1ryfCIm2UFvoyNzoSLWTag6dhPoH1accZ1KIydrAzK5OPN21gVepRXJpGt4REoiyWekn6WRQTulGKGm/l+J3dSfgpBWtKCbpVpstlg7j/nVsr2oYr8eiN5MKoCtVwcrRsPTY5FnsdeWucehGFrnSizc0QQvgl2QKQFYWc9DyOx5dytCyHDhFNuajVUL5J+TuUXwGbbOa08onj/f2+XPO1QgPzvELkdO8JsCi3hOP70/nfzw/w2aPfM//zxTjtLvqO68ltb13jVfR39uBu/LRiR4O+hyQEt04exvmjemEz+5/Yj2UX8NAnc8kvtoMQFFzWn4iFezGn+RGzkSWs4RaufsZ/BlZD0CDjbhjGFsBfXl3g/LeTjE5dmnHtLeP46J2FaFr9Nusms8JjT5/HPbd8idPhrligW6wmrrlxDOtW7Q/asHvGVnNF3dDJ/ekxogu71+6vqP40WXQGjSumU5efoeAXgs7vktogpJqJkEKFKbdN4tMnZ4Cr8rfRFUHh6MA7krrg8p9/5H9jxnNJ9558tHE9r69ZibtKbvOaIMWwqyK9uBitvC9Xi3DS7vAUK5llmcuHjUCpkuqWaG1PrLkluc7D9RbHrisEEv3jLmJl9sd1rmT96vC19I09lyEJV9N/Ym/2bz7swyHudrl5rmweuVvKUA0dWUg0qQflb02wyiZGNunKkASPG8NffnqtEAZ6C5OPcTcMA9kkY7FZuOWNq7nljasDdtGtdVLw160GSUBUuDWgYVc1netf/5GcwsrFi2E1UXxGN2JmbkI4NSRdJyk5AZPZRI8RnZn22Pk0a9vwsVXHv75CtS4476JBjBzTmesv+5Cy0uCUeYSAiy8fRodOTXnrw6v57MOl7Nl5nPiECC6/ZiQjx3bl2y/qt8q5/NqaqXQlSeKlhY8z75PFLPhiIZKxmzMuy+G0C0+s3urDiHYYXctFkkNLL2ovdbD8x9Vkp+bSZXBH+p3Wkwvvm8y7Py/EsikbQ5EQmoGzVTjF/RMadC1V13lm2WIO5eXyzfatXoa9oShV3X5TAQUwvm17n+PnJL/AvLTnSLfvRCA32P8eGAbF7oygKAp0w82W/F/IdhzinNsf44+P/6Iwp7hioWANtxB7ZTv2K0VeQhrHSwPHeoKFjOCWjhO4pPXwhuVyyxJl9yQRdfnhCkFsIQTN2iXV2TCaTQqdWiSw73j92UhV3eDDOauZPKSbf+bWXSmUOpy+0o6KRMHFfZELHXTqlsw3T4W+aKk6/nPGPetoNscPZJDcublXFWFik2giI21BG3eg4sFv1yGJZ1/xTXfbvaN+AtCL5u+gR69WXsf2bjjItqU7iU6MYsR5gwmLtDHl1tOZfE0pRtFfYIRAFNv+M0Rc7/cjw9DAtR6MAjD1R8i1ZzId2ZXKPaOewO1ScZY6sYZbaNMjmVcWPUnT+0awbddhzOlluOOsuJuGJqjl0DS+2rYl5CX7J3CifF4CzIrCTf0G0jomxqddmBLL+a1epVTNp9SVx/dHb6rX9UzCSnJ4f0rVPDIdu30+dxsuthYEH77SDBdp9u24mmTzweZX+OGV31g7dyPRCVGcd89ZPGD73Sc7Rg0hx42OwZ7CNF7c+St/pm9F0zXcRv12OSJSwdQ6DClDRTHJmG1mnpx1H067k8KcYuKaxnjtrPzhprOHct+HDctMKShxsG5vKoO7tPL5LLugJLCHQJHR4sM5mFtIdmEJidHBiwgFg/+McXc5XDw/7S3Wz9+MyWLC5XAz+sKh3P/ZrRVpUllZgTUwA8Ew4LsvVrBvTzpCwOhx3Rg3sQemcsbGwoIy1q6qX1rX/LlbufOBMxBCoGkaz1/6Fmv/2ISmqpjMJt6763NeWvg4nQd2wKOEFCpD5r8fQz2EkXc1GMWeNoYLI/x6pMi7a+zt2UvepCS/pMJdZS9xcHBLCj+88hsPXDuCa7KzKIutTMezKQqjWrXhz0MNS4er4as0CAaePPoRya1Jjo7mnC7d6Nmk5tVhuBLL9oLgjUaEkkiipQPdYybRrpwu4K/0V9lXvAzVcCIQ5av1+htcISRynIfpktiOG1++ghtfvgIAVdcwFvhnFg3EDRMsDGBl9l7smqveRr0CCjz348OkrjlCfPNYBkzqwxfTZ/D7BwsQAmRF5sqnLuL8u8/2e7quG3wwZ3XDxoBH9GP/sWy/xr1n22a1PpOyLFFid5EYWu+XD/4zxv3jB79m/fzNuBzuitzwv2evoVm7Jlz5lGe1HZBusw7YsMZTdLF981H++HUTr/7flZhMMtu21IeZ0QPVraHrBrIsWPztCtbN24SzXOdRLfdTTz/7BSZdP57inDwGDrcxaHwpQVJS+8J2kc8hXXdA/vWgZ+L1Wpd9jmHui7CM9ttVTloex/en+yQKuRxuFn61jCueuJCPJ5/Ds8uXciAvF6uicGbHzkQE8FkGA8MwkBtIDlcTxrVtxyU9KgXQi/KKWTF7LaVFdgac3pu2Paq93PV4vLpGTWRQwmWsy/2WxRlvohou2oQPYmKzh9icP4t0u39q4aBgGMSYfeM7iiTTL64dG/O8mSFlIdEpsim7ixpGmQ1glhScurvhhv0E2lqZ2n8SAJ8+8i1zPlzgJR/4+fQZRCdEcdrlo3xO/XjuGg6mNVwgRpElWiR4W2aXW2XD/mOoms7ATsms35eKw+U/oG9RZFo1iWnwOGodZ6Nf4STAMAzmfbrYp+DHaXfx23t/Vhh3k1nG7WrYQ+ZwuDl0IIvli3cx/vSeREY2TFFdLk+TmvfpIr9l4gXZRfz4yq9oqs6i79rQuU8sz3+fhqLoBJ0lA2C9CGHkY6jZGFIbcMyB0ndBS/Hf3rBjlH6BYUggxSCZg0+VaxMdS05ZGRZZodTtZu6+vbj1hr/sp3foxLldunHrH7/hqoeEWk0QQPcqq/WNC7fy5LmvYOg6mqrzxRMzOP2asdzxznUVvtfeseewNveroK6zo+APMu17OO7YjmZ4jNT+4mUcLd2E26jH/fWDcCWBJhb/BG6P9jiHa1d/gFN3Ydfc2GQzkSYrk5r1abBxt8om2kUksb84vfbGdYABfHFwKZY9Lj564Ct2rfblVnKWOfn22dlext0wDD6cu4aP/lgT9DVlSaDr3qTIdpfKSzOXkJFXhEmRcakaH/y+uqKNputM6NeJrYfSOJZd4OEIxJM2bZZlnrhiYqMuSk7gP2HcdV3HFYCas6y48gU558KB/Pht8De4OhwONyuX7WX86T3p1bcVQtQrxd1r++ZPeekETlRKOkrd7N0Sy9L5E5kwLRnDPBAKngV1SRCD/xHDMRuQAa38v1rgWun5D9CRIfo1JNuZgEc3tUXHZhzZedTrNzBbTUy40rPan75kIfkOe0WQqUxteFGZAB4bMZqmkZGsv/4WbvvjN1ak1n8XVRUWWaF/sxYVrhiXw8VT571SsasCT0HW/E8XMXTyAAae3gcAmxKFx0tfdxeKXc/nqH0TVZf9Bnp5tWtofN8F7uN8efhKzkl+kVizN/1Ey7B4fh59P3+mbeFwSRado5pzWrNeaLrGG3v/CNBj7RBAl6gWJFqiOFySiTtE2URHNhzhoQf+8isbeALV9R3+2rSfL/5cX6/rabrh18uSVVDCKz8GpgyYs3aX9/ugSIzt05FrTh9Ip5aNV5FfFf96JSYAWZZp36et38+6D+9S8e9pV9VN6Lk2SJIgMsoTGDy4P5NWbeuX/ZGYWFmwNOHK0VjCaieNcpQ6WTyrGBF2HpKSDOrKWs/xhoHHoLuok2H3gQaFd6O7KvOFp8+4m4i4CKwRVoQQ2CKstO/ThosemIJuGKw4esQ3eyAEGP/152zPyiTSYuGREWNoqLdKEoJmEZHcMmAQH08+p+L4pkXbcJT57qrcTpWf35rrdSyqXrS9/n6bUObPGxS5M/n56IMYfvLywxUL57UazH3dJnN2y/5YZRPhJisJ5sCkb7VfEbbkp7AkcwcOzR0SQyMA5YusGg074ENF8MWC9UGLdFRFfZ5cHzelqvP39kN0bNGwTLFg8J9YuQNc8+wlPD75Ra+KSEuYmVur5r0aICRoaN2JySRz2qSe3H79p+zdVf8tp81mxuFwY7WaOP2asfz901p2rdqLvcSBYpYr/O7VcUIyzVPcFHz2T0hQ9CgkeIJxrbsl823K+/w9a015KmQH+o7viSRJGIbhcVuE2LgbgF11c97MbxnWshWrj6c2eG0YriisvPZGn+OHth4N+IYfq8Iz49RKKFFDl0YYWhg4tGLS7btpHuZfaKQ6buwwnud3/dKgq6rlL5sU5I7GH2yyGe1g7dliZcVlaKpWYeTrwwbZGChzupm/fi9nDOpSe+MQ4D+xcjcMgw/v/8qP+KwgIrYy3Sgi0kqz5g0vvW/RMpbpD8xokGEHSE8r4LMPPBSyiknhhXmP8dTPD3Lpo+dy/YuXE53gu3Ky2MycecOJCtP6V902GKo3q58t3MrEq8Zw2fTz6T+hd4UykxCCSe07YqrmYzRJMpPaN1xWTDMM/k49ghqCXPdit5v7Fsyj0OGdq96kVeDVVnRiJe1ziZpbzgvzz4QQIihysynJoeP99yd4HSxe6nsZLeqQ0y7LEqKccsQwDNo2Da1Wb0OwfHvD2DCDwX/CuO9cuYfs1Fwfv7Wuacz9+C+vY488eU6Dr3foYHa98uWrw+3WWPDHtoq/hRD0G9+Ta5+dxvl3n81zfzxGREw4ZpupyjkqHz/0NRkpWQhhAqnhghf1gYGbosxFgSUOq+CpMeNoFR1DuMmEWZYJM5loHxvLYyPHnoSRBoc5+/Zw6eyZXt+r32k9kfwIvkiyxFk3VFI5bMz94aSMsb7QDJXmtrqt2gGyHUWNzu0eDF7d/Tut/9cPc0TN3ELdh3dBkiRW7kxh8uOfseVA/epQGgNNY+vv6goW/wnjnpHinw/e7VQ5Vk2Utkv3FqHhYA8Rasre6TygPS/+OR29SlGEruqk7j7OgxOe9higqOknY5g+EIBSeiuXt72R1b/7qtJURZwtjD8vv5r/O3MKDw8fxYdnT2XOtCtpHhlJuPLPuRcAbl3naFEha45VCjHENY3lkofPrXCHgYeSok2PZMZNG1lxbH/x0pM40tohqrzeirAwNOFqrHLdjcuhkiwsUmiI0UKBI6U5zFF20ezrIX53teCZcKfPuIddRzJ54KPfScstogEZ0CHH8B7+Y4ONgf+Ece80oL3fbBNruIVeo3zZ1sZPrJnN7WRBkgT9B9fMVDfv08W+OxLdoCCzkJ2rdkHx65yq22i2GLRoncpzl77BnnX7a2x7Ili5PSuTZ5cv5YGF8zmYn8fjo/55q3dNNziQ700Sd83Tl/DErPsZfFY/egzvwg2vXMHbq57DbKk0fprxz3LJnEjgs0mxjG96D/3jfesbakJyeDxaqPLTQwSH7mavLZtXDr7IHf93PSarCWu4BbPVRFiUjTf+fobYpBg+/3MdTvc/634AtGsWWtqPmvDPWjbVE626tGDQmf1Y98emCvY7xSQTGRfBaVf4FjMcq4En/WRBMcmEh1u49e6JNbbLOe7rbgKPTFrB8b+h/XFCm1kRHGzhOi67ixkv/cJTsx8I2G5zehqX//wjLk1DMwwO5OUy/8A+vj3vIka1as3yo0dO4qhrhiIJOsT6+mkHndGXQWf0DXhepJJIkZoR8POTD49xt+v5/Jn+IkdKNjIy6SbClJg6nd0yLJ4IxUa+u/4MniGHZiC5DHYUpjLlltM57fJRbFu2C7PNTK9RXSvoBw5n5Ic6ht9gCODA8RwG+alsbQz8J1buAI99fzdX/u9imrZtQmzTGCZdN47/W/8SYZG+XCY7t9WfNTAUSG4dz7U3jeXzGbfQtFlMjW0Hn9nPb4qk26nSpW8O9SpkChGEBAe2WzEMOL6v5uDyU8sWY1dVtPI3TjMM7KrKtNk/cEWvwAbzVKDU7eallcvZmhFcwHxAfOhpW0OJPcV/MSPlVtx63cnNOkY1TOc2ZFANLB9lEXXBQUzn7+HrER+ydu5GwiJtDDm7P/3G9/TilenZpmnIlZcaCgPYd6zhkqJ1xb/euBuGgaZp5KblkXYgA8Wk0KZ7MiPPG+LF5Xyi7cxvV/kVkDiZePKFC7lw2pCKXPmaMOGqMSQmx3sJEVjDLZx/z1nENQs9TWgwcDkFbbo4kRWJbn7EIE7AMAx2ZPnXsHVoKnfMn9NYQ6w3tmVlMu2nHziYV/ddXveYMxqNyCw0MLBrRewtqnvR2/nJgxpxPHWH7d1MLPOKEE4DoUH+0Xyeufh1dq3e67f9NZMGYTEp/7i7UZ22oDHxrzXujjInb9z8IWeHX8YZ5ku5ov3tzPt0Ecf2pbF50XaeOOdl5n26yOucWTPW8s2noRUhqA/SjvmKfgSCNczC/617kcsev4AOfdvSZ1wPHv76Tq59bho4tzTeIOsAzS2wl0pYwixc8vA5Xp+VFJSy8OtlzP9sMXkZBUSaAxdoOeshqhFqmPzQt7o0jfc3rKtzH5KQSTA3PL2zMaEajqD4akYndaN/XGgUjOqDwfEdaOIKx7SkBOH0XpQ5y1x8+9xPAORnFfLLu/P49tnZ7F67n+TEaL544BKGdW+DUosS0slEnw4nL7vtX+tzf/Lcl9nx9+4KPhlDq37jnXx4/1ecdsUoTGYThmHw/RcrcPgRnD7ZOHIom6Ej/HN9+ENYpI1pj5zHtEfOqzhm6HngroeiTYig6+CwS0TFR/DOmhe8OLVX/76B5y55A0n2FDFpt+mMvHkoCzvIfjlgDELHQlgfXN93ADN3bsPt8k5v1QyDXTnBbaNLtVMfz6kJEibUo9GsXLuOVl1bkNy5ZsEYSUjc1OE0blv/aejIv4LAtoKjWLJVFLOM5idAemzvcdb/uYX/nf8KhgGqS+X7F39m+LmDePirO3jn9nP5ecV2Xv1xKfYARF4nE42lT+sP/5wpLQgc3XOcnSv2+BCFVYeu6aQd9LgD3G6NkhLfEvKTDVmRiIoOAae5PfRq6cFAkiCuieCJ78fSqoqiVElBKc9d8gZOuwt7iQNHqRO3083hj9Yw3uS/NF8ACWHhJ2nk3ji9XQdu7D8Qp59JRxaCbgl1pxMoU/NxaKEXOg4OwisFsio0B6y5ycq745bw8tXvcku/B3n0rOdx2mt+L4pUO2b51KwD7ZqLgjgV1Q99gCQJOvRty7MXv46zzIXL7kLXdJxlTlb9sp5Vv3r4ZCYN7EK4tXZqj8ZGhM1MVHjDiAaDQYONuxBCFkJsFkLMKf87TgixUAixv/z/IVdjPr4/HdlUO5OI6taIKa8gNJlk4hMalxy/LpAkwahxDRfDNfSTF5gJOAYi2b9rGJsXb8de6gnSrf5tA5KfbbDbpdIvBS7v2RtLNc5ii6Lw1OhxJ2PIPlh+NIVYq5UpnbpgrZZzb5Zlbh5Qd59zsZqNIp1aI9I37nzaRgz1+9nuV23krTPjsrspK7LjtLvYumQHnzzyXY199oxJxqmdwlWvTcJ5bgyGxdt1ZraZ6T+xt99THKUOFny51HO6xcTXD1+KtRYhj8bG+SN71d4ohAjFyv0uoKp0zMPAIsMwOgKLyv8OKVp3a1khFRYIJovCgNN7E53gMe5CCG64bTyWU1zAdNG0oezacYxVf++jzA/Fb10hzIOgwVRZ9UfGURNXD2nF/ae9xlPnvcKFSdcz77NFuF2q34C1oRu4HG6eGjOeOwcNJdZqQwBdExL5fMp5nNGx0ykJfjk1jWKXk+fHT+S6vv2JMlsQQM8mSXx73kV0iKtbXrJh6MSYmp/yXPd4c2tSSzf5/Sz1Fwuq0ztt1uVw8+fni2vsM9YcwegmXUM2xvrAeUU8rhuaENEiEmuElT7jevD6sqdp2qZJnc5Pio3EYj61735hSWNJMPpHg76tEKIlcBbwHHBv+eGpwJjyf38JLAUeash1qqN5+6YMOL0PGxZs9SLqBw/Hiapq9J/Qi4e/vtPrs3ETe+B0qrz+wqnJzhACfv5xHT//6NkuaqrGvY+czbh6FFUZpqE0igxRXa5twOv3JpOZqmNU0Qz9vzs/44kf78Pww/NiCTMz8rzBSEJwy8DB3DJwcLU+jVPic1ckiUizBVmSuG/oCO4bOqKS7KwO2Fe0lBVZH1GsZmGTYzCLcOzGKSJzAwpcaQH5bXSHhL/IRm0siwB3dTmTRZk7am3XaBACaXIidz52AWOTKikUXE633wwlSZYYOKmP1zG769TF24QAcx28DaFEQ1fubwIP4l1Fk2QYRjpA+f/9Tq1CiBuFEBuEEBuys4N3MUyfeQ/n3nkmkXERmCwmBpzehw82v8ybK5/l25T3eOa3h/3muMuywGo7NSXVkiRRVuqirNRJWamzYqJJP55f+8nVIFzLqR9lb2iQdVzBMLxfKrfDzd8/reWaZy/FYjMjyRJCCKzhFsZeOsKLfvmfgpv7D/IRTqirYT9UvIqF6a9QrGYBYNcKsOvB38tQQcFKlmMfmuFrxExSGB2G+mZqCAE9R9W+Km9qi6F7dMta2zUWZCERabIyMtH7GTJbTDz+470+rkBd0/nkkW/Jy6i8H3ERYSdlrH5hQGx6MfePe4rHznqeVb+trxMvU0NQb+MuhDgbyDIMY2N9zjcM4yPDMAYYhjEgMTF4DmyT2cT1L1zGTzmf84f9O16Y9xjte7elXa/WxCbFBDzPYjU1TIW9nhCCCt3VqtA0nYXzt3sdO34gnT8+/ovls1YHDHYZrrWcuvwSuOkp30rME7QIF9w7mbdXP88F907mnDvO4Pk/HuOeD2+q8XcXQtA1iOBlKCCAuwb790/XBSuzP0M1Tn2Q/gQ6R48lwdoOyc+G3DA0bnz7UsKibJjKXZMmiwlbpI073rmuTv3f2XlSSMdbE05r0pNeMa2QhYQsJPrFteWTwTehSL7vUG5avt8qbpfdxa/vzq/4+5zhp4h2xDAQGUX8Ov0Hti7dybp5m3nhsrd47+7PG/WyDXHLDAemCCHOBKxAlBDiGyBTCNHMMIx0IUQzICsUAw0GxfklGLpBVLwvudCgoR1OiU2Mi4+guNjX56aqOqXlvjjDMHj/ni+Y+9FChCQhSYCQuPn1qzjtspGYrVXY8KS6+RobA0LAwHFFVCYxemANtzBs6kAA2vVqTbterYPq9+tzLmDgJ++ftNszpk3bBk30Re7QyMeFAuFKAiOa3IBLt7M9fw56Fd+/LEwk2brQp/NgPt3Vkd/+bz77Nx2mU/92TL71dBKa140St2XYyROa6J/QlvNbDaFMdSIJgVX2zwR5bH86b9z8od/P3E6V3WsqpfiuPn1ASASyg4YQ6Anh5S4kDxylTuZ8sICYxCj6ju9J1yGdQr7orPfK3TCMRwzDaGkYRhvgEmCxYRiXA78BV5U3uwr4tcGjrCPSD2Vy57DHuKjZDVzc4kZuHfAgR3Z7Uw3YbGaefvkirFYTFqvppLhozBaF8y8Z7HdSsdpMFTnva+duYt6ni3A53DjLnNhLnNiL7bxx4wec3+Q6/vrGI+tlGK6GK440EJLkKbA6AUuYmRYdmzH+Mg9L4r6NB/nx1d+Y/9liSovKKC0s5YvHv+fabndz68CH+POLJejVfPNxYWE8N27CSfsODw335R0KBjHmU+emqI7xSfdilaOIMiVxfqtXSbR0QCAhCxMdI8cwpeWzgEcW8drnpvHCvMe45tlL62zYARKtUZilkxOU3FeuuxqmWAIadoA5HyxAV/2/C5Ii0apb5T1yB2h3UiBLlPXypnJQ3RrfPDOLhyY+w90jp1dknIUKjXGnXgR+EEJcBxwFLmyEa/jA5XRz14jpFGQVYpRnaxzYfJh7Rj7ON4ffq/C/F+SX8tmHJwyLwHkSChsSEiK54NIhFOSX8dvsDRWFVFabiQGD29O7n2eFO/fjhX5FsjHAUeLgpSvf5ZOHv+G9hVnExKY0+rhrgiSH8dTP9/H7+39RnFfKqIuGMumasShmhecufYPVv29AdWuYzArv3f054THhFGYX4XZ6vvu7d3zKrlV7ueejm736PbdLNx5d3PjFWS0iI+kUX7eVqGEY7NtwkNz0fDoP7EB8M0927/DE65h7/H//CNdMjvMQbSM9aZtJts5Ma/sBqu5CEjKSCE0gzzAMbmg/nv/b/2dI+qsJc49v5vI2o0gOrzlbKfNIdkD9YVmWOO+usyr+3nH4FO60hMDRpyVhW9K8wr+qW0N1a+zfeJgvps/glqrKcQ1ESIy7YRhL8WTFYBhGLjA+FP0Gg9W/rsdR4qgw7J6xgNvpZunMVZx5vWdITz0yi3170itEp08G3G6NrKwioqJsJLeOp7TEQbMWsUw+dwBDR1Zux6pn/viDMDKxmPdxKpkgPSijb59n6Dd7JkJUrqwWf7+CNXM2VmRgaG5P0NdeLQ3MUerkr2+Wc8kj53pVt1oUhct69OLbHdtoLEjA1X36VfydVVrC7N07ySgpYUjLZCa064BSHmTNOZ7LQ6c/S9bRHCRJ4HaqTLl1Ije9ehVtIgZxZovH+TvrQ/JdqQGudnKgGr6rPkWqWdSiLtAMnU8OLGbmkVWUqA7ahTfBKplw6I2beaIbOoszd3BVu9E1tut3Wi/Wz9/iJV4OgIBHvr2L5u2bVhxauGkfpxRmGSSBP4J5t9PNwq+X/fOM+z8BmUey/VasOkqd/PHxX+Rl5NNnYh/2n2TDDpCdVcTl576DEALDMJAkQW5uKVPOG4BUhblu/GWj2LFyb41G3hahYws/1Ya9HNoecMwF27kVh+Z/usj/7sMPZJPC7jX7vYw7wP3DRvLznl2UNQLnjACaR0UxpVMX1qcd40hBAU8tXYxm6Dg1jdm7d9IuNo6Z51+MzWTifxe8xrG9aV6rw7kf/UWnAR0Yd+kI2kYMoYWtFx/uPxf9lGUvCVqE9axTS3uJh0XUFuHZyR7ZfYzj+9Jp3b0lLTr4MkC+uut35h7fVGHMD5WenBCaYYCm1/57nnbFKGa//jtZqbkVu0JLmJkJV4xm5HlDvNqu3nWKaaVdGiarCTVA6mlttTvB4j9j3Dv2b4fJakIr8X0g9q4/wMGtKXz3/E+I9q0g8tRUqp5IfdJ1A6fDzWsvzGHw8I7I5WlcUQmRFQ9oICQ0deO0Cyy2fwJZtYbhWIioYtyzUnOCON8g3o+mbbTVysprb6LvR/8XgjF644wOnejfrDljvvwMWRKUVOOTKXO7OZCXy1dbN3NuUjsObU3x2fY7Sp38/PYfjLt0BACKZEESCvopEraIMjUlOcyzE3FqJewuXECOM4Ukayc6R4/HLNlIP5zJK9f8H7tW7QPhUfkCwcEth5FNMqpLpf/E3kyfeW+FAEmx287vxzfi0k9+YZYiyYxOql0S0BZu5f/Wv8iPr/3O8llrsIZb6DywPRkp2Tw+9UXOuHY8Q6cM8KTkmk+xqpRJ4oaPb2LWw9+R7UdTovvwwMyq9cG/klvGH/qM7UHbHsle1LhVobpU3A43rj2HIYCP7mTD5VI5nuphiDQMg3du+8TLreQPh3bZ0PV/EJGpVGmcVbdKdhCMl4Zu0HmQfxZFSQjkRkhZFULwyuoV2FW3j2E/AYeq8sve3ZQV2ZEV//7qkoJKAQtJyHSPOQNFnBrqgUtav4sQgnxnKp8fvIKV2Z+ys/APlmd9wFeHria/JJ27hk9n54o9aKqG5tbYtXofu1bvxWl3UVZkx+Vws3HhNr56qlIHNt1egMlP6mFjQkJgkUxc3mYErcMTWJSxnY8PLGJB+taAk0x4dDhXP30Jn+58g/hmsfz19XI2zN/Cmt838sLlb/HmLR8BcOGo3qeU412WZboN7xywaKzMTzZdQ/CfMe5CCF7+60kuuHcyCS3jKnJ5q8NsUTBVUbeXTuHN1jSdsHCPQSjMKfIquAiEwlwTT1zZFoc9HAgBAVmDYEWEVQpU5BzPC1gzq5h9jYSu6Xxw/1csSznMwoMHKHJWunMiLRbaxISWlsgkyRzIy6kTxbBZlknu3ByTxXexYLIojDi3knMm3b4LTXcToSQgoWASNiQUok0tkWm437smdI48DZvi4Qj/K+N1nHpxRYBXNRyUqfn8uu1FHCWOWnUMXHYXf1QRlG9ui8VdB9dIKCCA81sO4pr2Y/hs6M1c1GYoF/79Bs9sn83HBxbx/I6fOX/5a2Q7igL2sXnxDrYs2enlFnSUOpn3ySJ+emsuF4zqSbi1ce9HTTApMnEmM2XF/gV2Dmw+HNLr/WfcMuBJzbvm2Uu55tlLeeai11g+a41PG0WRueq28Ww5mEtOdjGDhrRn3MQe7NuTzoqlu1n1976TIs8lyxKduzYnIdGTi79z1V7UGsSyq2Lb6ggyS3+iTctSDC0NCu7i5FerKhD5CMJU6euNTowKWHXn77u5HG7mfPIXn3UrA1lC1XSeGTue87t5ik1em3gG5878NmR577IksCmmWvuzKQrTevRCVmTu++QWnr/sTdxOFV3TsdjMxDSJ5sL7pwCwOvtzNuXNQjVcgIEiLCSH92Ni0wexKOEYhsHbexsnvTPWnMxpzTysH5qhkmbf7tPGQKcwai/Osqg69VmSX8q5cVeT3KU51zx7KeclD+KX1PWNGkCVEHw17HY6VVF9enzrTDIdBajlKb9lmgun5ualXb/yar8r/Paz4c8tOPykExq6wccPfU1hThG92zXn7x2hNaJ1gdWscOvkYcQlRAZcULocLopyi/3W59QH/5mVe3VMunYc1nDfbbIkS0y5ZjRPv3QRb35wFZ26Nmf3zuP06J3MUy9exHe/3NmolC2SJLBaTbRum8ATz50PQFFeMS9c9nbd+5AlElokIkw9kKwTIWE+cDJdAuGIJuuQwi/1OmoLt3LaFaMDusb8QjMoK3FQ4nLh0FSmL/mrQv2oV1JTHh0xJiQjViSJVydM4syOnX3YH0/AIslYFYVxbdtxQfkEM2zqQN5d+yJnXj+eAaf34ZrnLuWjba8RFRdJges4G/N+LF8pe6YM1XBytHQjeW5P8E4IQaeIUCePCUYk3si0Nh9WZMQUu/0rXQEYKih+diB+2xoGJQWl7F6zn8cnv8jwlOZc234sseZwpEbQmRLAe4Ou8zLsAEszd1UY9hPQMFiZvRc9QI1HVHxEwB276tKY9drvTO3bCZPScLM3pld7zCa5Tn11a9WEW84eSrvm8dhVjVZd/ddHmMwm1v7hn/StPvhPrdyrYsDpfTjjuvGeak8hPNwTAp7+5SEUk8KBfRk8dNe3qG4N3TDQNYPJ5/XnpjtO47lXL+Gx+2aEbCxCQExsOC2S48EwaNexCZdfM5LYOE9gd+XP66ire1lWJPpP7E1kbGVQWFJaYzRZg2GfBa5tgBtc28HIhAAkUpWQ8KRVyiAiwSgrPydAXELEQvxshOQ/KH37O9eSl1HAmt831On7qDFmdGuly8apaby08m/6NmtGm5hYvt+xtU791IYOcfGc2bEzJS4XX2zZREZJCXq5QbbKMmd07ETfps3p37yFDw1Cm+7J3PX+jT59ppT4V2lSDSeHilfRzOahdp7U4iHcx0o5XOq9k5QwESbHUqLVPQNFQmFA/MX0j7/I6/jB4pX4kzwxDMjfKWoN1PuD0+7ijemfE/ZuNxyam0iTxw1Y6C7zamcRCm5Dq/g9g8H8sY8Ra/Hl8q/PJDL+slF88/SsgJ8rZhPhBQ7unDqCN376G72WLboiSzSNjSQ9r6jCpaXIEi/fcBaje3fgeE4hc9fs4osFG3D4ERIZ1CWZm84aypNf/smHc9cgCYFb0+gUYD5QTHJIq1T/s8ZdCMGtb17DlFtPZ9Nf2wmPDmPY1AHYImzousH0+2dQVOjt+5r7yyb69m/D4OEdeeSpc3jhqV/qcB3o1LU5eTklyLIgI91XrMFiNeFyquzfk4bTqbJvbzqL/tzBWx9eTeu2iThKnf4LMQQktU4k62hOxY1v36cND311h29TKRwRfhWUvyeGeydG7jT8G3cJCIf4nxBKKzDsYJSAlAjqPozSD0HdB3J7MHUGEQEi1tPW1MvvA7h3/QE+uO8r9m86hK7pSLJA12p+eXSTRM4Fbag+sy1OOcSSlENYFIUyd2jcAUnhnsloxdEU8hyV910SglYxMbww/nTMcnDBQ0WyIiH5OMQkZExSZTxECIkpyc/i1Eo5XLIWsxRGU2tnbEoMQgj2Fi1mUfobuI3axc5bhw9gaOI1Psd1VAQSRvXRGJD1t1xzoD6ADJahwOHbLBiFnhx+u+Y/ENglugXJ4fEsTN+Os47uGwG8N/B6v4YdYGzT7ixM3+a1ehcGdFGboLo0zBZfC5nYMp7pM+/lqfNfqaivqApd04hrGsNl/dpxzoie/L39EEcy82nTNI5h3VuzLzWHnMJSosKt9GzblAibZzfscKls3H8MWRL079gSU3mQ3aTIfLHQ17BH2MwsePEmLCaZc578nLTcosqJxK1xfEuK38nL7XQz+Kx+fj6pH/6zxv0EWnZqTstO3mx4e3Ydp8xPxNrhcDPn100MHt6RcRN70K1nS55/8id270gL2H+f/m15+e3LAHj8gZl+jbvbpeHU3RW+fJdTxe1SeeOlP3jj/SuJio/wqzQjEORnFGDoBoZuICkSN75yJVFxtfvkjOI3gEDGQgec4JiNiLwXRBhQzphn6oyIeb3W/qti67KdPDLpuaBWh0IS5JzTmrJuvkHTEy9CqAy7TVG4rm9/nKrKgwv/xFEloKobBqmFhfy0eyeX9AgsppB9LJd37/iUdfM2I8kSoy8cyrWvno8/omIhJDpHjfU5bpHD6RLtK0pilsL99uMLQbjJf1Vt+4jhrM35Bq1aOqbugvQ/aw4imswKtggbRbnFXsfdwyIwYms3ETsKU3mg22Qskonfj29E13XUWorszJKJcCWwK/GeLmexoyCVXGcxZW4XOHVEsUbW4xu53HUrb/z9tN+8/CFn9+eN5c9w35gncDsr77MkSyS1SaRD37YAhFvNTBrozTDZv5N/d4nVrDC8exuf43PW7PIbpNZ1g7+3H6JFQhQ5RWVeOwRTZjGGJCH8KH8ld2nhtSNvKP6zPveMlCzSD2X6DfC5XWrA7Y/DXmlQmjaL4e2PrmXWvHvp0SfZp63VZuLG2yv9qaPGdcXqx9+sabpPkNYwYNf2Yzx/xdu8cdOHPvwYikkGQUVhlurWcNpdvHj523WjClVrE0F2gXNp7f3UAe/f80XQ237DMAjfGxpJuhaRlZOdAKItVqyyQoTZjE1ReGDYSEa0as3WzAy/+327qvLb3t2+H5z4vNTB7YMfYc2cjaguFZfdxZIZK3lk3Cuc3mw6irBiksIwCRuyMDM26U6izXUXQnaqpX4rTKtDERa6RPn338dZWtM/7iIUYUEgoaug2mH/h1ZKjwTekQghaNWtJdMeOw+LzXsS0DpawFa7idAMnc8OLuWh7lNZNP5x5ox9mJnD76JteGCWT5fu5sMDfwX8PMYczswRdzN+XzJhM/IJez2TiOtScKWWUZBdyPPT3gx4btfBHXnwi9sJjwnDFmnDbDPTsV9bXpw/PaRuj9yiUlx+FmWqprHtcDozl25Fq7YjNxT/nPoAzTs09Xu8vvjPrdxTdqbyzEWvkZGSjQDim8cyfea9dOxXqeDetXtLvwbSajUxbqJv4UR0dBhvvHcVu3Yc49vPV3A8NY9OXZtx2TUjad2mciU1dkJ3/vhtMwf2ZeCwuyui4oFS0CQJVv2yDpefXcQJLpbqKMgqJCMly6eq0yOYvQOkBFC6gtwS9FrEmqX6s/wV55egulRik2I4vP1ojW1PVOZ6DxgiSvQGC2ObJYm5067CqiikFRcRZwsjymLhSEEBufYyuiQkEmbyTLgWWQ44MVqVwAHHZTNXUVZU5uU6U10qmSnZFK0L54axP3CkdAM6Gq3D+2OV65aZAp4slyVZbwX8XBZmdENDFgo9Ys6ssRJ1aOLVdIgcyf7iZfz19XK2flxE0d5Kwy7JElEJkThKHKguFZPVhMVmZvr395DQMp5Zr/+Os0qdgpTmBs0AuXaDuKvcdWORTbh0lTW5B+gek8y4pB58c/hvnNUUqgxgb1HgHTF4Cpn2v7EZ0yHvwjhDNzi8/Sj5WYXENon2e+6Yi4cz4rzBpOxMJTw6zOd9CQUGdWnFr6t2UlZtYaNqBrOWb8Olqj6LOrVJJJhkcHsbfWu4hbNuOC2k4/tPGXdHmZP7xjxBcV5JxY+adjCT+8c9xbcp7xMR4/HvmS0K9z16Nq888xuqpqOpOlabiQ6dmnLapMBb8249WvLca5cE/FxRZF5553L+XrKHFcv2cOhAFhlpBeh+coVNJpl4q0RGgIIGH66Mcui64UX9axgGRvHrUPYFCBOggdwKrFPBXVMw0oYIrxuPd1VkH8vlhcvfZveafQgBTdsmERZloyS/1G/7yLgIXHYXzmqUCkIIYoWJeMlMjl4zp45Jknhz0lnc8+cfuKpsZ62KwjmduxJl8Wzvq+bFt46JoXVMjFc/PZOaEmG2UFrN3WNTTEzrGfi+H9ya4pdSQXVrHNl1jH6n9aJjVP0YJnOchwK6ZOLMrekRcxaq4aRt+GASrO38tquKRGt7Eq3taT3lDO588TGs4S4cpU5sEVYi4yJ4Z83zHN+fwZ51B2iSHM/QqQMxW0zMeOkXinJLvPoyLynGcVUCREo+cZHqaG7zsEumluZy7Zr3cWpuHLobi6T4GPbKc2qvYwhECgaihs88UEwKHfq0rfUa9cWIHm3p3DKR3UezKvzuJllCNwycfgKsAFaLiajLhyBmbUZTNQzdY3+m3jaJgZP6hnR8/ynjvvLndbidvrOlruosmbGSyTdPrDg2elw32ndsyp9ztpCXV4LJJLN7x3FuuvIjxk7ozgWXDMEWZqa4yM7K5XtxOlUGDm5H85Y1U6QqiszYCd0ZNbYrk8e/5NeXDtC2QxNaCye+khceuF1uLGFmr2o2SRK069WqgpUQwLD/CmWfAy44wU6oHoDSb2sYpQSR9yAsw2v8LtWhaRr3jn6CrKM5FS9W6p7jmMwKsiL5cPbIisR5d52JJczCV0/+gKPKhGUYBnkHszHPVFDOa41aQyzTrevsycnm7Uln8fTyJWSVlmKSJC7t0Sso2l5JCD6dci6X//wjqqajY6DpOhd378n4tu0DnteuV2us4RYfA+92ub2+U31glsIwAtAW2ORo2kYMYX/RMg4Ur8DAINEaeJwnxrTql/Uc3X2cG1+5AnuRnWP7M+jUvx2jLxqKxWYhrmksPUd6qy/99c1yH04j4TCIePgYJW8kQ7k4tYTwyYqxSiau6+CJJby06xeK3PaKCctZXlVa/TyrZOKGDrWniI69dDiz35jr4/Zr1i7J6z0IBkcy85m7dhelTjdjerVnQKeW9XLXyJLE+3edz88rdzB37W5MikxOYQmp2b7uRlkSdGyRyNRh3ZkyrDvK27Dhz60U55XQZ2x3mrQKvVDNf8q456bl+ScPK3OSc9y3LL5lchzX3TKO55/8mWWLduMsP3fGV6tYvng31948luee+BkhQNcMPnoHLrh0MNfc5Bssqw63qvn4207AbJF595Nr2bFiDws/W+K3jSTLDDqjH+v+2ARCIMsS4TFhTJ95b0Ubw7kSih7GN21RAyPQtAEo/ZHCr65x/IZeCs5lgAPMIxByE7Ys3kFhTpHPiskQYLaafZgfx146gksfPQ9ZlmnTPZm3bv2EzBTvtD9ldx6angxyzb7djzdt4No+/fj76hsocbmwmUwVzI0ARU4Hfx06iFvTGN2mLU0j/AeduyU2YfW1N7H8SAoFTgdDWiSTHO1/a38C/Sf2xuXws7sw4JtnfmTEuYNI7tyixj4CIdbckmhzc/KcRzCq3EdFWIkxt+Tbw9ejGzoGOhvzZtI7diojmvimZQLkZeRzx9BHKc4twV7i8KzW4yN4Z/XzxDWt2RAqAfK1LRk6I209WCEdwq1rOHQ3spDQDB1FSESbwrin61n0jGnFwvRtrM896HcfYmBgk824dZVYczh3dzmLwQkda/19Ln3kPNb9sZn0Q5nYSxxYwswoJoVHv7ur1nP94ddVO3hxxhI0XUfTdH5ZsYNRvdry/LVn1svAm00KkwZ2YWTPdsRG2Bh1r38+JItJ4aGLx9K7fWUsZujkAfX6DnXFf8q4dx3SCZNFQau2WrZFWOk2tJPfc1IOZbOqfGV+Ai6XyvFjeTzz2Gzc1VKqZs9cx8ChHejRyzfAWhVWq4mWreI5muLtLxQC+vb3KAD1HNmVpNaJZB7x1pAVkmDI2f154of7OLzjKHvW7iehRRz9JvRCLk/XM/QyjILbCEz9KxGwajVAjvoJGM6V5X2Xe8QNFSPyHjJTWmP4SW9UnapP6pmsSKgutWK8/Sf2Jj+zwOdcU56TyLVZ2Ic1wy0F9r47VJXPtmzitoFDiLR4Z1ksOnSQO+bPQSr37evLFnPf0BFc38//y5NeUszx4iIsilLhj68Js9+YU+6W8PPdXSq/vDuPO965vtZ+AmFKi2f4KfUBytQChBBohptu0RPYWfgnWhWxbdVwsjX/VzpGjibJ5ksy9e6dn5F7PL/i+beXOHA53Lx752c88cN9NY7hjBtO4+MHv/FyBwoBzdok4UqUKMtyoZWnJWqGjoRgUHwHXu9/JfuLM5i0+DlcuhYwfmKVzSwa/zgOzU24YqmzIQ2LtPHehpdY/fsGdq3eR9M2TRg3bUSFizUYFJU6eHHGYpxVnlW7y83y7YeZt243x3OLOJ5TRP+OLZg4oDMWU83mMb/EzvTP57Fh3zEkIbCY5PIyL99fwTCge5vQBkxrw3/KuPcY0YWuQzp5CJHK3Rlmm5nW3ZN9lNBPYPfOY379ie4AVAAup5u/5m2r1bgD3PPQmTx8z/e4XSq6bqAoMmaLwk13VJajv7jgcW4f/DDOUheqW8USZiE8ysYtr18NQNserWjbo5WfgSyj5lIPN/4TmE1gGeKnvQcVk4bhXahC8St07zPRa3XpfZ73dTRVZ8VPa9F1HUmSyDic5Tf3GCBhVgqOI6VEX9uPbMlNjr3MbzsBLD1y2Itvvcjp4I75c7zSGwFeX7OSEa1a06VaQdIba1bx0UZP8ZEkBM8sX8LrE89gUgf/kz/A37PXBlT70TWDtAM17JLqgChzU65q9xXp9p2Uafk0s3XjcMkaRKGvaIlquNhXvMyvcV/92wafhY2maqz+rfaCsrNvnMDGBVvZ9Nd2dE1DMSuYLCaenHUflx37uMKwn4COwdrcA+i6zg1rPqyRnsAkZM5o3gdFkomoBxGZrMiMOHcwI84dHPS5VbF2z1EPA2u159DudPPkVwuQJQmXqrFw4z4+m7+erx66hMgwa8D+bn/nJ/Yfz0Et38kG8rMDjO3THqXK7tQwDHas2MOGBVuJjA1nzCXDg1LFqgv+U8ZdCMFzcx/hl3fmMf+zJRi6zsSrxnDuXWciSf63nXHxgbke/MEw8FnNB0KP3q14//PrmfX9GlIOZdG1e0vOv3QwiU0qsyladmzGN4feY+HXyzi8/Sid+rdn/GUjKvi2Aw+ksuS9hka+h0QkwnZ+4FNcy/E/aegkJ/9J76Ed2LoqGmd5yqhiVlDdqt9LeVJAPR+ERdkQAX5nAdjWZxN5fD1zUj/gsp9+ZM1xX/ELu6rywML5mGWZNyaeyeg2bVl06BCSv8lZ0/h1z27UTjpvr13N7pxskiIi2JmVibNajvG9C+YxLLkVURYrhmGwZMZKZrz0MwWZhfQc1a3G58NsNdFnbMOFl4UQNA+r2o//51UgQqasVBWyIvP0Lw+xd8NBdq3aS1yzWIZO7u8J3h/zf45A8MuxDTUadptspl1EE+7ofEbIxxwsFDkwgYKmGxX88XaXm7S8Qj77cz13nTvSb/t9x7I5nJFXYdhrZBq4cAAAKDpJREFUgs2seOXU67rOc5e8ybp5m3CUOTGZTXzx+Awe/+FeBp/Vvx7fzD/+U8YdPPwMF943hQvvm1Kn9gMGtSMszIw9QNZKdVitJsZOqJ1n+gSSW8dzz8Nn1dgmIiacc+84s859AmAeAUHzh0tgPQMh1ZCqZzgrA7O+H/LEp4eY/clg5n0bi9vpZuT5Q8hIyWLdH5u9fPFCEvQe073CLROTGE3PkV3ZunRnwCyHorxi8jMLeGDYCC77+Uef1Th4CpvK3G5umvsrj40YQ5nq8pveqBsGqUWFXDxrBg5VxQCOF/tnFJSFYEnKYaZ27sr3L/zE9y/8XBE8/Xu2L/lcVahujT8/X4IkS5xzxxmYauAMV3UXGfZdyJKZJGvnGo10u4ihLM18x89YTXSKHOP3nOHnDGLFT2u9Vu+yIjP8nEoGS7fLjaPUSURMOAc2H+bw9qO07NSsQqC584D25VzvlRiT1J3FGdu9qkUVITG6SVdW5QRWN4ozR/By38vpGZMccvHnQHA53WxauA1nmZO+43t6kXAN6da6bjUiePRWF27cF9C4Z+QXe8V8qkIIKpI6LCaF9s0TGNqtNZqmsWH+FhZ8uZTVv2+oKLI6ESx+btqbzMr81CsbriH4Vxv3g1tTmPnyrxzdfYxuQztx0QNTadqmSVB9yIrE6+9dyY1XfOTld68KITwLU6vFxMixXeg/qPaUtBM48TCF+uEWcgJG5H1Q/Drgom6yezo4/wKeDNjCkJtTEx+NyaxxyW3bmPZ0JcFR9rFcbh/0MGXFdhylTixhFiw2E3d/4B34e/S7u3j0jOc5sPmQf+ZNA8KiwugbFsuHZ03l6eVLOJjvnx/epWk8u3wJQhKofqr9rIqJPTnZ2Ouo5qTrBvZSB989/7OX37k2fn1d00ndm8aXT8xk3bzNTLp2HPM+WYTqUhl/2UgmXTcOk9nEgaK/WZDxMgJPXMAk2Zia/BxNrJVBRc+zYiCERJgSw2lN7+OvjNc85+DR/B0YPy1gxsxtb1/Lvg0HKcguxFnqxBJuITI2gqufuQSX0807t3/Mgi+WVtBCCElgtpoRQtCyUzNeWfSkX1/2/V3PZnfhMXKdxTg1N5ZDGpaPMti67xCOu5JglNWva3NUk670ivXjUmwk7Fy1l8fOet7zOxoefYEbX7mCqbd5dg02s4nXbprMHe/+gqrX/r6Ya/C5d0lu4reAyWKSGdApmYy8YjRd5+wh3Zg2rh8uu4v7Rj/BsX3pPokHJyCEYPvfu+k/oXcdv3HNEHWdyfwMJBn4CmiKx7J8ZBjGW0KIOGAm0AZIAS4yDKNGovIBAwYYGzbUjWjqBDb9tY0nznkJl8ONoRvIJhmLzczbq5+ndQDWtUDYtyede27+EpcfmSuTSWLYqC4kNY1m6IiOdO9V8yok62g28z5dzNFdqRw7kMGRnakISWLYlAHc89HN9QoE1QTDvRvD/jOoh8G1BqglNU9qgtRkReD+Sj/BKH6FGl0+UlOkJsu9DtlL7Cz6dgUHNh+iTY9WTLhiFOHR/r/rV//7gRkv/uKV3ma2mhh5/hAe/vpOr7bfbd/K08uXeOW3B0LVCINNUXBqWq3kUOApblp57Y3k7c3kvjFPUlZUO8eLP8iKhKzIFRlbljALnQa0Z/r8G/j+yE0+QtoWKZLrO8xEM1wszXyXfcVLMQyNFmG9Gdf0bmLNLSlVczlQvALdUGkXMbTWylfVrbJmzkbWzt3Iyl/WlXOHC6ITojxUFgF+D8WsMPK8wTz63d3++9U1VuXsY/Pm3fx5/izcZeWV0z2slD7dAqzeq1gJwZ/jHiXaHNrnPRBcDhcXNbuB0sJqpGY2M2+ufNYr333cAx9QUFLzPbaaFW6fOoJp43xzz0/8hi/MWMycNbtwlNsNWZaICbcy64mriA739tV/9th3zH5jjt9svhMIi7Lx1E8P0Hdc3SQTAYQQGw3D8Js50JCVuwrcZxjGJiFEJLBRCLEQuBpYZBjGi0KIh4GHgYcacB0fGIbBmzd/5JUDrrk17Kqdjx/8mmd/fyTwoN0qsuLNvrZ5w2G0ADN5dEw4Dz8x1UMHUAv+/m0DL9z8CZrDiV5QtSBEZ/msNayZs5H3NrxE6261B2Nrg2EYHNuXhq5FkNzlYc/uIvdCD+FXQANvBltt7ipL+X+ByuGtEHalz1FbhI2zb6oMFB/Zlcrcj/7CbDUz8oIhXjnJVzxxIcf3p7P4u8pJRlZkzr93sk+/Q1om466DYQfv6ai2FbuEJ09ZEhL/GzOOOFsYonmcFx9JsNBU3SvX31nmZP+mQyza9BV6nB8iKzRSStayPvc7cpyH0ct3TMfKtjIz5Q6ubv8l4Uo8vWOn1nkMikmhefskFnyxDL3KM52XXrMQjOpS+Xv2GjRN81QU64aXCpUiyYxq0pWVXy9Ec1T+RsoOB+a5BbjOjkGyeN4rCcFzfS49aYYdPDnj1YPJ4GG2nPP+Au7+8KaKYw5X7VQZSbGRnDnIm3smq6CE579fxModhxFCMLpnO245exi/rt5Bqd3FyJ7tuPGsIT6GHWDRN3/XaNgBJEmix4guNbYJBvU27oZhpAPp5f8uFkLsBloAU4Ex5c2+BJYSYuNeVlTmV6vTMGD73/45QhZ+vYxPH/mWvPR8ohKiuOKJC5hy6ySEEERGWjEpsk8RjiQJSkudnDH6BZq3jOWm209j2Cj/OofffvE3X3ywBFo2g6xcKCjxaeNyuLlz2GPMTPsYa5gvaZLb5Wblz+vYt/Hg/7d33uFRVOsf/5zdnW0JSSgJEEIvoSNVQECkiYgiFooooCh6xYLlIqBXBAuiWFAuKohYwQoIXMSGKE2a9C49EEIIpJBk+/n9MZuQzc6GEEoWfvN5njy7O5nd+W6Zd855z1uoUqcyNwzsgL1M8MLqga2HePH2N0hLTkcI1Wf//NdP0bDt58jsaZA7H6TbH/FiAHLV4mDGamB/EJm7AOnaCKaaCFsfhKFAnLe1J2S9rvkeQQHbzYiI4KqEBZnx7OfMn7oEn8eLwWRkxugveHrGw9RqVoMy5SKRUrLqh3UBz3FkOxnT82Xa92nN8u/+AgGd+7dn2KuDsBiNOIpp4M+FzWSiT2IDKtjtWE0KveslUi06BoCycdG0vaUlaxZtKPJE1ErYCoXjjIPk5MPIcsEXDSl9HHfs5rTrSL5h9/8Hly+HT/apF9Eq9qZ0iBtOWXPxZqSvDno3wLAXF6/Hyxv3TePPb1fhcXup36YuT344nJpNqufvs/fv/UHlNGwz04he6aLH9D5UrVaJLpUaE1MCw+71ejEYDJozY5fTTcrBE0THRmkWznNkO4KyoPPYsnxHwOOWdRNYteNgkU15jpw4zT2vzWbuuCGYFRNOt4fBk+aQlpmN16e6z/7Yup/dSanMfXEou46cYMm6Xcz6aS09WiXSrFahGVYRXlmL3YwwGHhx7r+LXLM5X0rslgl4ESFqAH8CjYHDUsqYAv87LaUMyqAQQgwHhgNUq1at5aFDxe9M7na56RMzBLfGCVixeixfHJgWsG3Z1yuZPOz9AF+q1W7hgUmD6DPiJrIyc7m777sBRcO0sFhMjJt4F63bBvo8N6zdzwujvjnr1tmfpBp4DRSLwpPTH6L7vdcHbM88lcXj7Z7jVPJpcs84sEZYMFsVpqx8JaCqpTPXycCqD5N1KvDiYYu08tm+qcTEnjXU0pcDjiVIbxJCaYJUmsKp/uA76Tf8VhBmRLnZCOVsKKAvdwlkjIK8BT/pBvt9iIh7EMaia3RsX7WbZ3u8pFk+wRppxevxUiG+HKlJaUHd3oVBYDCIfMOpmE3E16mEdWJnfjzwT4lq0BiFwGQwoDi8KJvTaBMXzwuP9qNyiLUZR46TiYOmBF18ClL7mhoc+yeF3HNM7UFtyXfXtFbktl8WVNLXKBSuLTeYtae+PEfhMIHZYOeemjMooxS9puTz+ehpHnDOtQItbGWsaq/hArMXe5SNWbum5CdBjb9zMivnrQ1y75itCnOOfIitrI1cr5syJmux15kObDvMlIens+OvPZgUE10HdeSRd4bmR4wtmLaEmWNmI6XE4/bSvk8rnvl4RMAA6eg/yQyt97jm60dE2Zif/ln+40Mpp7l30mycLg9urw+jQfgNdjC3tmvIi4NvZPHanbw6+7egOjJ2i0K7hjVYuf0ALrcXicSimLirU1OevOPsOf7JuK/59o0fggYNFRLKMXhcPzre0bZELtui3DIXXBVSCBEJfA+MlFKGbnBYCCnldCllKyllq9jY80u9VcwK3QZ1DOr4Y7FbuOPJ4MiUT/7zVZCxceQ4+XzCd0gpKRNl4+XJAygTZcVuN2O3a69WO50eZn6wNGj7/O/WBfrr7daQV2qP26PZ+fzjsXNIOZSav9jiyHaSdSqb14cGZryt+mG9GnpYCK/XF+DmABAGO8J+O4YyjyOsN8CZqeBNLhDD7gCZicwYFfA8g60nIm4lIuplRNRLiLhVGKKePqdhB1g6Z3lQGnsejjMO3A43xw+eCDLsoC5eFhwRu10eThw+SatMW4mbZZuNRqbGX0vCCxuIn3eEIx+s5oGGI5k05D0mD5vGuyNmsHvdP/n7W+0Wjh8ounlGbraDN5e9SHztiljsZsw2M+Xjy2G2BY+6DEYjN3cfTJy1HiYROF33Si+b0ueGLD9wFonH5+DvU6EbUeS/psdb7IiQwnhc3iC3lNvpYdGHZ+Pt7x57e9D7tNjMdOzfjveSf+GGXyfQc+kr3PbnZFanho6kySMt+TQjOzzP9lW7kT6J2+nmty+X89zNEwH4a9EGpo/6gpysXHLPOHA73axesJ43hwUO4MpWjAkZaqv47cTB7Uf4dNzX/D71J968swuDurakVb0EmtepErJx9qI1O8nKcXDw+Okgww6Q43SzbPM+HC4PPimRUq3//s0fW9iTdDY5ccCzt1H7mhrYIq0YjAZskVaiY6N449dx3DSs60Vfi4MLjJYRQiiohv1LKeVc/+YUIURlKWWyEKIyUPw2M+fBiHfvJ/PUGdb9uBHFouB2uun1QFf6PBocT5tyONiFA5B5MguP24NiVmjWvDrfLHqSHVuTyMlx8eLob/BqZGMeSwr2XWYVXoCLLQtHkkEj5M9qt1C/TZ2g7cu//yvI4Ekp2bN+H7lncvNHMaePp2saRleuS7PEQgDOJajJTYXw7EH6MgLcM8JQBmxFh3ACZKZl5dc4v7ZX82L1nz2fUWWO8DI5dTu+AsOQ4laStJlM3Fu3MW/3/S/uXDfuAu/918/VBWFhEPw063eq1KtM6pE0zFZFsxpnQWKrlKdui1p8suc9fpz5G9NGziInK8fvUlBnZybFhNFkZOyckcQlxNJXTmJXxq/8kfJf3NLhfwc+cryn1dh1TIVcM4H48HLgzGqur/hIkdoUs0KNhlU5uD04T8AeZcPn9WkWQUOozSwK43a62b/l7Ky6botavLRgNO89+hFJe5Kx2Mz0frgH++4SrD62CZe/lkxy7mlGbfySGdcOp3506NIMiz78WeOC4mbPhv3s33KIORPnBg3MXA43K+evI+v0mfz65/YyNhp3aMC2FTsDfl8ms4nug6/nq0nz+GLCd7j9547y1kLufOYWpo8fwPKt+/n7n6Oa+owGAxv2HqV25fKYTUbNCBmttn8er5c/t+6nXoI6cLXaLbyz4mU2Ld3G7nX7sEfZsEZYOLL7GHHVYzEXsw3i+VBi4y7UOddMYKeUsmB3hwXAEOA1/+0PF6QwBBabhRe//zcnj6aRcugkVRPjQzaWja9dicM7gzMxylaKCfBxmUxGmjavjs8nsdktnMkKnipX0Sgc1rFzA/7ZffxsKKXRCE3qwdY9AQbebFWo2aQa13QJTHqRUhbpIxUF4mkbXZeIwWikcLiiLdJKs+sbhnwNv7AS/k+bnz75nXcfmaEuvAm1QNvAsbdjsZu1DUgBhEFgNBnzL1SKxYTP6wvyZWddH4/bIAOKTklUd4tPnq2naBSC4S1a8eO+vRxMTyfaYmV4i1Yk7vOwqoiStdIncTncHNhSdNnigrrvfk5NAjudks60J2Zp+nr/8+3TNO/SOGBRMtW5v4BhD3hVypoTyPScwOtz4cOrsQ9kuFPI9WZgMxZdC+fJGQ8zqtv4gIADk9nI28tfIqp8GQbXHhG8cCzRXEcw28zUbxNYA6Z5lyZ8vGMKLqcbk2LklOsMt/05Od+w5+HyefjswJ+8ek1gr92C7Nt0ULMXgNFk4MjuYyEHLEbFSMbJrIDmFs9++ihPXPccOVm5Ae99x+o97F63L2BQ5Mx18e3khXTudx3tGtbAbDTi8AVfXBWjAZvZRPuG1Xn+kxDZ2RojDaPBEFS+wGAw0KJbU3au2cuHz3yGyayWKzCaDExc8jyJrYMHfRfChbhlrgPuBboIITb5/3qhGvXuQoi9QHf/40tGhSrladQ+sciO4Q9OuieoEYHFbub+V7V/dAaD4N5hnbAUdvtYTNz/cHDRsF59mlO5Stn8/YUAU4SNe98Zxr3j7qJSzTgq16rIgNF9ef3XFwKyZX0+HxPvmeIPWSukwyio1qAKm3/fhst/AiS2rkPL7k2xFPA3WmxmajapRqsQJRbysd1JcCNtA5hbheyJGorkAym8+8gMXA43uWcc5GapC1pfvvI9XQZ1xGIzYzAaQk+VzSYGPNuH6o2qUrdFLR5+cwhRFaLUXrf579+As3YUbg1DZ1MU3r6xF1Nv6s3MW/uyc8RI/n1dJ5YOHsY/jz3F38MfobspjsM7jhRrNlFcbhzamXVLNjJ74lwWfvCzpgtEGATJ+1MCDPvioxPYenoBmnVH8BFhKs8j9RbwWP0lRCnaNUhMmDiQVXRSFUBUuUiu6dJY/eyFalQMBgMT755C2rHThPIZWiOtAa5ONQ5eodcDgdUbV/2wjhFtRjO49ghe7v8Wm3btRdEoKyCRHMpODdpekHqtams2VPe6vdRolKBmCGsUlTMaDVSqEejOrVg9ls/3/5f+o27DYBBInw+Py8P2lbs1Z7tet4eV89diMhqYMPRGzarGZsVIy3pVMSsmjCGSlrQQArq1CC6Mtm3FTuZMnIfb6SY3y0FOVi5Zp7MZe/Ormu7WC+FComVWEHoN+GK3e78g2vZuyfNfP8WMZ7/g2L7jxFWrwNAJA7hhQOiSt33vao3ZbOKLWctJO5pGREYmMQr8MX0JcdF9AmLpbTYzU2fez8+Lt7B6+R7KlY/k1jtaUa++2gZs8Lh+oQ7DirlrWL1gvWbtEp9Xkrz/BK8OmoIQgpcXjaHxdfV54dunWfzRb/w48ze8Hi/d7ulEnxE987NBQyEi/4V0rQPPNpA+ECYQMYjoUNExoVn29SrNTFODwUDd5rXo80hP/lq0AZ/Xx7z3FpOTkYPHX7bBGmFhwOi+DHruDoaMH4CUkpRDqdRvU5ePxnzJlj+2A2qGq+jagrkH9wQlnXh9PhIrxJJYPrjhyJFdR3m+90TSUzMRqL7+EuH3/xhNRuzRduo0r8Gyb1bjOONAMZvw+aRm+J3H5Q2Itz7p2M/h7A0h3S5GYSbBfk3+45oRbdmcPk9DjwHfOZLVdqzezahuEwJmEz7pw+XwcXD7EZ5oP5ZylWJIT80MGL1b7RYenXI/h3YmsejDn8nNciAQOLKdvHDbJJ7/+ikqxJdjwbQlTC9QYGzFvLWsXbEF16zqQVqMwkDj6KKTmHo/1J3v317kL9WtXvjMVoUmnRpQvWFVBo+7i9UL1gX0GbbYLTz4+j2YFBOnT2SQduwUCfXisdotKGZF7ZhVjBIhQoj8C3C3FvV4/LYM3l+4GqN/Yd9kNDL10dvza8JUr1iWvUeDXbyRVsW/MKvu5/X5GHt3NyqXC84E/9+MX3HlavQGcHnY8udOWnQtfoz7ubiiM1TPh7a9W9K2d/HrNggh6H1bC6J9Ll4Z+A7ZHi/ZEpL3JrPsm9W8tuQ5Gnc4WxPbYlG4pW9Lbulb9DGklBzdm4zX66Na/Sr89MmyIl0Yjuyzhun53hP5+th0LDYLtzzcI6A+ffHekwXKfQHuTeDeDsYqYOmEKEGtEleuS7Oksc/rw+VwUatpdWo1VU/4Xg92Zc7EeaxbsomYuGjuevqW/JT4zcu2M2nwe2SmZeHz+UhsXYdZu96lfHxZzFYzh9LTWXR4X4BxVwwGGlSI0zTsXo+Xf3cdT3pKetCI3WAyIL2yWAuOisVEQmIVkvenYIuw0KRjA9Ys/jt/uu/WGAnmYTIbaXXj2SzDFMeekDVNACyGCJqU7Z3/uH50V7ZnLA5Kejr+p+D9mb+Teuh76raszX0vD8hPzjm27zjbV+1m5tgvQ4YEgup6yTiZRWzVCpxMSsNkNuF1e+k3qg+x1SqQkZaZbxh9Ph8+l4+df+1lVLfxfLBxMjPHzg7K4HWnOqi2zczRpp78OjMCsBgUBtcqut5+TGw0U9dMZNoTs9i4dCtmq5mew7pw/8vqrDq+diXe3/A6n0/4lm3Ld1GhajnuHnM7jTs24MU73mDt4o3+SrA+Ot5+LUl7k9m1Zm+Rx8xDCEGnO88W0RvSozW3tG3E+r1HiLBaaFO/KkqBAdPjt3XgmemLAgqE2VxeOnrNRKJgahSv1s2/pg4xIWpD5WblhpxJFjzXLwYXJRTyQilJhurlYOlXK9SepRoLgDUaV2XGlvNrJL1/yyHG3/EGacmn1fj6cpHEJlRgx+rdxXq+vYyNUZ8+GlArpDC52Q7+WriB3KxcWvZoRsXqF78JAMDu9ft4uvMLAb5NUH200zdP1mxeXJjkAykMb/J0QMMLg9FAfO2KfLxzSn4o3dqjSYz+7WeOZqpNELrWrM1r3XoQZQlOFln/82ZeuuvNIDeXwSio17I2jTs2QPokC6YtwaSYkFIGXVxNihGzzYzX37cWVBeF1u/AqBgxGA35YbnWCAs3DOjAUzMezt/nSPZGFia9EBQKCRBnqcetVV8iwlQ+YPufKR+wNX0hXulGYCBpocLWFyNw56qGVwgw2yxM/n0c//vwV5bOXo7RZCD3TPGah9jKWPl0z3ucPHoKi93MczdPJONkJi6HW7N6py3SylMf/Ys3h03THIxIoMwDNXD0jcGheGhetiaPJfakZuT5lQMpLq/c/Q4r56/VDIcuLmarwkfb3qZyreK34Fux7QDvzlvOoRPpxGa48H33N0iJ2+nBGmkhvnYl3lnxMjaNRCaApXNW8PbwD4I+Q7PNzDfHpofM6g7FpcpQvapxOd1MeWh6yMiOwzuScDlcxS7y48hx8vQN4wLa0TmynWSkZgZ1XAqFT0rNuhR5qf9rFm9gw89bMClGfD4f0ie585lbuW9C6NaAJSWxVW1uHHoDP3+6TB3JCbVOyZ1P9y6WYQf434e/BE2ffV4facdOs33lrvyZUZsqCfx2731kOB1YjCZsRdRgz0zL0mxb5/NKKteqyENvqIlBA8f0ZcMvWzBbFSKi7Ux9bCZH/zmOEIKG7eqxZ/2+gBFwqN+BxWqm36g+7Nt4AGEQ9BjSmTa9WgTsk2Bvht1Ulky3M6BksiJsmoYdoFPFh2kQ3Y19WStBmlg2+VfcuWdzG6RUM2An3z+NlAOp58x+LIwj20lMXDRlK8bwePuxpBxKLTKKSQiBM9cVMnlLAGc+OojlSzMTv36Kti0vXnXDwmRn5rBy3poLyiYGdZY357V5PDX94XPv7KdD45p0aFwTn8/HwISHOFXgc3eccZK0J5l57y7m7jG3az6/boua2KNsOHPUgnfCIDBbFB6Zct95G/ZzoRv3EOzffLDIrDKTRcFkLv7Ht3LeWs0RkTAIqtZP4Miuo7idbhSLKb9eTmE8Tg/NC/nkTh5NY0SbMWRnZJ91GRSIPvj+rUW07NaUpp3OFUlz/jz63jA697+O379agdFkpOugjkGRFUWRvD9FexFJQGpSYJSEEIIY6znKIKPW9Pdo1OK3RlgCjG50hSi6DOyQ/3jm9nfIzshGsSh8++bCkJnOhTEqRvqP6oOpiCJTQhi4s9pbLDn2Ksm5O9RZm6kiN8Y/q2nY84i11iHWWof01AxyMxdp7nNk17Fz9hLVolH7RIQQpCWfZve6fecMT3W73DS7viGd+7fnj29Xh8xlcOa6mPHs5+flAj1fzpzO1owYO1+8Hh/bV+4q0XOP7DpKjkY0nSvXxdLZKzSN+6GdSTzWdizOHGe+a9BgEAx7bRC9Hri4zbFBN+4hsUfZNRfLQDXIPe+7IWSNeC1OHU/HrVHTwpnjolWPZjwx7QE2/LIFk2Li03FfaY5KEhIrB/WN/ODpz0g/kRHyBHflOvlp1u+XxLjndZMq3I+zuDTr3Ji1izcG9SH1ur0kti66V2go4qpW4LbHbmLh+z/lT30tdjNV61fh+n7tinxu3sipfHw5LLbgcE6jv76Q0WjID/+cMH9UkYY9j0ilAndWfwuHNxOv9GA3li12BmdEtF0zYgTUkMHiGHfh71JlMhtRLGYem6p2jsrJzC3W85t3bUqlGnGM/GA4wiBYOmcFnhAj5wttXnIuKiSo30+oJvLnQ+XaJeuOpFgUZIjw5cJRdnnMHP0ljjOOgDUfr8fHN2/8wG2P3nTRK8decIbq1Uq1+lWoXLOiZnhU/Wvr8tDk4OJZRdHoukRNI2CLtNKkYwPqt6nLoOfuoEW3JighEhq0TsI1/9tQ5MmZN30PR7oP7kRMXDRKgRmQxW6hU7/2xJfwpAM19HXs7JG0uvEaGrVP5IHX7uHtPycUu27H9Xe11f6uIqy8u+pVHnz9Xh6f9iBfJU0PWFQvDlZjFBGmcud1Iitmhd7Du2OxFw7ntdDullaaoYSg+pQVi4lWPa/h9pG9aNa5EX0evYmPtr6Zv9gNsuiGXv7XuXl4N/99M//+eATfn/g4ZPhxbNXghe6LidFoZMS79wWEA2u9B6NiOGdNl4Gj+5ZIQ3ztSlSqVTHoe7RGWOgdItBh64qdmov5GamZZKZllUhHUegj9yKYsOBZnu3+Eukn1IU8l8tN7+HdGTHl/vO+yja4ti7NOjdi0+/b842txW6mVrMaAZEVlWtV1IzJNRgN1GkeXEe+YCy1FtYIC52LCPksTWyRNv677jVmT5zLirlrsEVYuXVEz3xDUlKEELS7pVWJGxDbIm28uWw8L/V/ixP+7Oa4ahX4z9dPUatpdeq1LH49/4vFg6/fi8fj5ceZS9U8CsXE0Jf602PIDTzWdgwnDp/Eke3EZDZiNJl44LVBlK0YQ+1m1QNqExUmukIUJpOx6NBBoYalFsRexsaQ8f0CwiJBveAMndD/gt/vuegysCPl48vx1aT5pBw4QYO29cg4mcHfv27DaDJgUkzc/FA35r/3o+Z6ltVuYdRnj9GovXYhwOLw4vfP8HTncTiynfldx9r3ac2N9wXnwgDExEYFrLmdRWCLDN3Or6To0TLnQErJjtV7SD+RQcN29ShbMabEr+X1eFk841cWf/QbPq+P7oOv59YRPYNSj6eNnMXij34LLHQWYWHqmolB5YKnPj6TxTN+1XTjWCMstOzelBe+e+a8XEg6Z0k5lIqU8rybwFwqHDlOMtOyKFcpJn924XK4WPb1Kjb8spm4arH0erArlWsWPwLkP30msf6nTZqF3PIW+7R8wlKqUUefj/+WrFNniImL5r5XBtLzvi4X9iYvgDPp2WSczKRi9ViMJiP3N3iCo/8cD1hTsNjMfLDpDRLqFl0bvzh43B7W/7SZU8fTadS+XpHlvPNKVRR095mtCl0HdeSpGf8q0fGLipbRjXsY4vP5+O7NhXz31kKyTmeT2LoO/3p7aFD7M1AjZZ7t8RIHth5ByrNJHu37tKZzv/a06Nb0srU407kyyc7M4ZUB77Bp2TYUswm3w03VBgk07lCfXg90pXazGkU+X0qJ2+VBMZvC7rd28mgaL/V7i71/H8BoNBARY+ffs0ZctG5H54OUkk9e+Irv3lyEyWzE7fTQ/rbWjJo1osSt9XTjfpWTN7vI64fZrHOjsDvJdMKfk0fTSEtOp1qDKiHjtK9U0pJP48h2ULlWxVKfxeZk5XJ0bzIVEspTNq7oOkHnQjfuOjo6Olchl7Seu46Ojo5O+KEbdx0dHZ2rEN246+jo6FyF6MZdR0dH5ypEN+46Ojo6VyFhES0jhEgFDp1zR6gAaDdELV3CVRfo2kpCuOqC8NUWrrrg6tZWXUqpWdc7LIx7cRFCrA8V9lOahKsu0LWVhHDVBeGrLVx1wf9fbbpbRkdHR+cqRDfuOjo6OlchV5pxn17aAkIQrrpA11YSwlUXhK+2cNUF/0+1XVE+dx0dHR2d4nGljdx1dHR0dIqBbtx1dHR0rkKuCOMuhOgphNgthPhHCDG6FI7/sRDihBBiW4Ft5YQQvwgh9vpvyxb43xi/1t1CiBsvoa6qQojfhRA7hRDbhRBPhJE2qxBirRBis1/b+HDR5j+WUQixUQixKMx0HRRCbBVCbBJCrA8zbTFCiO+EELv8v7l2pa1NCJHo/6zy/jKFECNLW1eBYz3p//1vE0LM8Z8Xl0eblDKs/wAjsA+oBZiBzUDDy6yhE9AC2FZg2+vAaP/90cAk//2Gfo0WoKZfu/ES6aoMtPDfLwPs8R8/HLQJINJ/XwHWAG3DQZv/eE8Bs4FF4fJ9+o93EKhQaFu4aPsUeMB/3wzEhIs2/zGNwHGgejjoAqoABwCb//E3wNDLpe2SfdAX8QNqB/xU4PEYYEwp6KhBoHHfDVT2368M7NbSB/wEtLtMGn8AuoebNsAO/A1cGw7agATgN6ALZ417qevyv/5Bgo17qWsDovyGSoSbtgLH6AGsDBddqMb9CFAOtV/1Ir/Gy6LtSnDL5H1AeST5t5U2FaWUyQD+27wmm6WiVwhRA2iOOkIOC21+18cm4ATwi5QyXLS9A4wCfAW2hYMuAAn8LITYIIQYHkbaagGpwCy/O+sjIUREmGjLYwAwx3+/1HVJKY8Ck4HDQDKQIaX8+XJpuxKMu1a/uHCO37zseoUQkcD3wEgpZWZRu2psu2TapJReKeU1qCPlNkKIxkXsflm0CSF6AyeklBuK+xSNbZfy+7xOStkCuAkYIYToVMS+l1ObCdU1+b6UsjmQjepSCMVl/dyEEGbgVuDbc+2qse2S6PL70vuguljigQghxD2XS9uVYNyTgIItxROAY6WkpSApQojKAP7bE/7tl1WvEEJBNexfSinnhpO2PKSU6cAyoGcYaLsOuFUIcRD4CugihPgiDHQBIKU85r89AcwD2oSJtiQgyT/7AvgO1diHgzZQL4Z/SylT/I/DQVc34ICUMlVK6QbmAu0vl7YrwbivA+oKIWr6r84DgAWlrAlUDUP894eg+rvztg8QQliEEDWBusDaSyFACCGAmcBOKeVbYaYtVggR479vQ/2h7yptbVLKMVLKBCllDdTf0lIp5T2lrQtACBEhhCiTdx/VP7stHLRJKY8DR4QQif5NXYEd4aDNz0DOumTyjl/aug4DbYUQdv+52hXYedm0XcoFjou4MNELNRJkH/BcKRx/DqrPzI16dR0GlEddlNvrvy1XYP/n/Fp3AzddQl0dUKdtW4BN/r9eYaKtKbDRr20b8IJ/e6lrK3C8zpxdUC11Xah+7c3+v+15v/Vw0OY/1jXAev93Oh8oGw7aUBfs04DoAttKXZf/WONRBzXbgM9RI2Euiza9/ICOjo7OVciV4JbR0dHR0TlPdOOuo6OjcxWiG3cdHR2dqxDduOvo6OhchejGXUdHR+cqRDfuOjo6OlchunHX0dHRuQr5P+x4QdeFT2qiAAAAAElFTkSuQmCC\n",
  104. "text/plain": [
  105. "<Figure size 432x288 with 1 Axes>"
  106. ]
  107. },
  108. "metadata": {
  109. "needs_background": "light"
  110. },
  111. "output_type": "display_data"
  112. }
  113. ],
  114. "source": [
  115. "from sklearn.cluster import DBSCAN\n",
  116. "from sklearn.neighbors import NearestNeighbors\n",
  117. "from scipy.io import arff\n",
  118. "import numpy as np\n",
  119. "import time\n",
  120. "import matplotlib.pyplot as plt\n",
  121. "\n",
  122. "### 4 DBSCAN\n",
  123. "\n",
  124. "name = \"cluto-t5-8k\"\n",
  125. "#name = \"dense-disk-5000\"\n",
  126. "file_path = './clustering-benchmark-master/src/main/resources/datasets/artificial/' + name + \".arff\"\n",
  127. "\n",
  128. "# Charge le jeu de donnée :\n",
  129. "data = arff.loadarff(open(file_path,'r'))[0]\n",
  130. "# Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  131. "liste = []\n",
  132. "for i in range(0, len(data)-1):\n",
  133. " liste += [[data[i][0],data[i][1]]]\n",
  134. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  135. "npliste = np.array([x for x in liste])\n",
  136. "\n",
  137. "nbrs = NearestNeighbors(n_neighbors=3, algorithm='ball_tree').fit(npliste)\n",
  138. "distances, indices = nbrs.kneighbors(npliste)\n",
  139. "#print(distances)\n",
  140. "\n",
  141. "# Garde uniquement la colonne correspondant aux distances\n",
  142. "liste2 = []\n",
  143. "for i in range(0, len(distances)-1):\n",
  144. " liste2 += [distances[i][1]]\n",
  145. "# Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  146. "npliste2 = np.array([x for x in liste2])\n",
  147. "#print(npliste2)\n",
  148. "\n",
  149. "epsilon = 0.98*max(npliste2)\n",
  150. "print(\"epsilon : \",round(epsilon,3))\n",
  151. "min_sample = 120\n",
  152. "print(\"min_sample : \",min_sample)\n",
  153. "\n",
  154. "# Calcul les clusters pour le nombre attendus de cluster\n",
  155. "t1 = time.time()\n",
  156. "pred = DBSCAN(eps=epsilon, min_samples=min_sample).fit_predict(npliste)\n",
  157. "t2 = time.time()\n",
  158. "print(\"Temps de calcul : \" + str(round(t2-t1,3)) + \" secondes\")\n",
  159. "\n",
  160. "# Affiche le résultat de la clusterisation\n",
  161. "#plt.figure(figsize=(10, 10))\n",
  162. "plt.figure()\n",
  163. "plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  164. "plt.title(\"Clusters in \" + name)\n",
  165. "plt.show()\n"
  166. ]
  167. },
  168. {
  169. "cell_type": "code",
  170. "execution_count": 20,
  171. "id": "d75ca794",
  172. "metadata": {},
  173. "outputs": [],
  174. "source": [
  175. "from sklearn.cluster import AgglomerativeClustering\n",
  176. "from sklearn import metrics\n",
  177. "from sklearn.metrics import pairwise_distances\n",
  178. "from sklearn import datasets\n",
  179. "import time\n",
  180. "import os\n",
  181. "import csv\n",
  182. "import pandas as pd\n",
  183. "\n",
  184. "### 2 Clustering aggloméré (metrics)\n",
  185. "\n",
  186. "def clusteringOnFolderAgglo(name,n,m):\n",
  187. " \n",
  188. " ### Charge le jeu de donnée\n",
  189. "# rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
  190. "# data = rawdata.drop(columns=['C'])\n",
  191. "# print(data)\n",
  192. " csvfile = open('dataset/' + name + '.data','r')\n",
  193. " data = []\n",
  194. " try:\n",
  195. " data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
  196. " except Exception:\n",
  197. " data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
  198. " \n",
  199. " ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  200. " liste = []\n",
  201. " for i in range(0, len(data)-1):\n",
  202. " liste += [[data[i][0],data[i][1]]]\n",
  203. " ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  204. " npliste = np.array([x for x in liste])\n",
  205. "\n",
  206. " ### Calcule le temps d'exécution\n",
  207. " t1 = time.time()\n",
  208. " ### Appel de la méthode de clusterization\n",
  209. " pred = AgglomerativeClustering(n_clusters=n, affinity='euclidean',linkage=m,connectivity=None).fit_predict(npliste)\n",
  210. " t2 = time.time()\n",
  211. " temps = round(t2-t1,3)\n",
  212. " print(\"Temps : \",temps)\n",
  213. "\n",
  214. " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
  215. " ### Appel de la méthode de clusterization\n",
  216. " ### Affiche la clusterisations\n",
  217. " #plt.figure(figsize=(10, 10))\n",
  218. " plt.figure()\n",
  219. " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  220. " cluster_name = \"Agglomerative \" + m + \" Clusters in \" + name\n",
  221. " plt.title(cluster_name)\n",
  222. " plt.show()"
  223. ]
  224. },
  225. {
  226. "cell_type": "code",
  227. "execution_count": 21,
  228. "id": "ebcbbbf2",
  229. "metadata": {},
  230. "outputs": [
  231. {
  232. "name": "stdout",
  233. "output_type": "stream",
  234. "text": [
  235. "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
  236. "Temps : 0.015\n"
  237. ]
  238. },
  239. {
  240. "data": {
  241. "image/png": 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3NPLcveDZk8ueCtrBZgGGBkUyljBli/BMPowmiu0XSP9UrfTErAYPLXcgIvuqhi8fCCGg4hdI23RflooC1i5gvR9pm4l0rQTdJYjIhxGGBkglA5kyEJxrfCsANzLqCUTkM6WSdqmzdkCaW4PzT3Xs5nYIXWy+ziGlC5nwoM8P7jOyrr+QCV2h8tJCu21k+tcg0wjKxdfCci84FhBYFGZWVzRhLjjCRj5MEIptJqQO57zf1gHKCbBNRNp/hUpzEXrNdpIhEcKIiOwBkT0AkEq6avS8J3zX0SPts5AVPgTHfHD+BbhAOtUTZHwD+rpgvbtI3mN+EbqYwl3bsQRkOoGzaEV9zbG48O/L9Rehc/GzEPksIqo/Ul8dbD+o19dfiogZUuB0Vim94FqH9J5QP0/PLtDXQUQ8Es7PLwOEjXyYAKSUkD4G7WIhL8g0ZMa3amphYa5jmwzeY6jaMb5z44WU11Hz0bMFaqUdmfENopSMfKHxHlYrXLMjbeq27C9LNzL9c7BNVfcxtUTEvIEw1Nc+v74KeA/kPAbTTeiinwJARD+HjBoAKAihlUaaN6TnEDLxMVBSUb8zmf5+A9I2DSp+hTBfV+Dzhyk8YZ98mGy4QUnMebvzz8JfxvE75w18VnJwNygJhb9uaWH4nyprnB0RoW7Lhkx5BTK+A5kEOMG1GpnQFek9pXl6EdkPzTRNPxZE1JOBxwhROAMvJTLpSVBOo8pBZA3oegA7MuXVsAhbKRM28mH8SCUNmToc7eyLLOirFv5iIjrEBkXbGKIDUzmeEZrbg64KYMzyokF9zXxTwK7SexwcSwn0mUuQTnUFpIEw3wDRr6gPjYBroN5Pa0cwXl3otxGAdz94T5Lj90VJ9MV1tJFSQSqJSM0U2zBFQdhdcwEjPYeQ9jkg7QjLrWBsFjJwKaWCTOwBnv3kbOStiMg+hR6biHwUmbItmwtDB/raajpjymucN3IGEFZE1POFvm5pIYQB4qcj0z4Ex0JAqs1KogcFp1J69oEwnY9H+HGBa2vIa+gieyAjHgDPAaRnvxrkli6I6IGwdCz6oLV0gNDlMieQIR7aoNjnQtp7oKQBOmTEQ4joV4o8tfRiJ3w3L1AU2wxIfZdMX7e0TQXrnRDzvvaP3bXW5xsONaOygBAQ9bI6a8wBVYhsv/offX3t65lvB+tmsE1RM2iQIGIRFb9AGGoj9ZcgM75W/fbGFoio/gh9tbzfgDKI0MUiKoyACiNy3lFfN0TxmBGMjXK+hrAglTOQ8iaq4qaElNeR3lOIqL4FHHkIDI3QloXw7wCmZghdxaAt0rkKUgYTsFqx/YTEk3dNoDB5QpQlf1nz5s3lhg0bSnsY5R6pJCLP3EiQz1tYEbFfIMxtgo/J+AGZ9hGaRt7aFRHRDQwNECFmZf7zuLepVZWZ2uu6OETFcQjjFdr7e0+ppfi6eDBeixBhDyKAktjHJ2yW5TMUEYj4uQhDrZDHSSUdeaYtwYFzCyJ+GsLYRPs41wa14tVzEAyNEdHP5UnQTDqWIZNfQO2ylRlPEah1EDURFSdqptwqCV1DSDCYEVX/yfV7FiYQIcRGKWVzrW3hmfyFiPMvNGdY0o50LNA08ujr+HLSsxv5CITxKkQetNSlkoZM7OlLFfShHFezLyr/idBFBR0j9JeA/o5cz32xISp+hkx9H+y/AG4wXIao8HaOBh5QtXY0XSgupP1XTSMvnSuQSc/hn1W7TiIT/kTGfoXO0i7ncVpuhkpz1Ewa5RQYr1BrHvS1wHhVaBeR93iIE/qas+jDRr6oKDIjL9Qw/QbguJTybiFEHDAdqAscArpKKQveWidMnpDSg3SuRbv7kY6goFwm5nbqbNrr5Hy+tQ6EBSwd83Zt+88afmRAKqofOuLBPJ0nDAhhRVR4BxkzDPDko1jKTUjZAq3PBpCp7xL8ffFC8lPIKmsQugo5j9VQFxHzWh7H58NwObhWaoxVD7r81WCEyZmiXBs/D2RtgvkasFRK2RBY6vt/mGJGJr/gU3bUKl03IaydNY8TQo+Im6ZmgWAA9GBqhYifidDlIHoFSCUDJfEJNYiGW2MPhypSFibfCKHLXzWs6QZV3TPoRFaEhtaOlC5fvYIWbqRtSt6vnQ9E9AsEqX9ihajnESLERCRMgSgSIy+EqAl0BL7N8nInYKLv3xOBzkVxrTChke5dvhx2rVm8AaL651jVKPSV0FX8HFF1G6Lqv+jiJubqHpDSq5bmu5bnsJcRWcDWeRcj0nsCaZuBtM9DKhn5OlboK0H0q6gGVA8INbvF0gFMrTSOMALm0CcsipoIrXEamyDip4CpjZpOq2+AqDACXWTPYrnexUxRuWs+AQYBWZOfq0opTwJIKU8KIapoHSiE6A/0B6hdO1wCXSjcm3PYGIGIfCpPp1E9b3ksknGt0qzYDMQDyQOQFT5CWG7J23kvUKRUkLZZYJ+iuk8sd6nt+XzxCiX9M0j/CtVVpgMkxH6FMGsZaG10kT2Q5uuQ9t986bMdQrYrFEIgrZ3BPk37ZPqi61oVdG3jFYi4H4rt/GFUCm3khRB3A2eklBuFEO3ze7yU8mvga1Czawo7nvKM9OxTf5iKDWG5TXWX5Ce3OUdfpk2dlVluymGfAuDeQei0y0y8IDPU7kQVPgDbBDUXXF8TEfW8GrwrJNJ7DhzzkUqKGlg2XlsqYma5IVMGqTo2mdkvGd8gHb9DpV/BvQ3Sv8GfUeP7Ncjkp6DKmjzr1wMIQwNE9Et52zdmKNKxGGT2SmcLIuLxPF8zTNmkKGbybYF7hRB3oa4RY4QQPwKnhRDVfLP4asCZIrjWBYuSMQ3SRqAGPRWkYxaYb4UKH+VqrKRUwLUG6d5NyJ6leJDubYiiNvL6Gqjl9Lk1xlbHQMqL+FPtPLuQyS8gK4xAZ72nwEOQzlXIpGdQraILafsOTO0g9tMylZIpPfvBsYjA1FanKv7mWIh0/YO2qw1VkbMIHoZaCKGHSnORSU+BZ7evbkFA9NCS78Ebpsgp9C9ASvm6lLKmlLIu0B1YJqXsAcwBMh1sPYHfCnutCxWpJPoMvBPVAEq1EtTxh09dMIdjpQOZ2B2Z/CxkfEbo8sMIhL560Q4cVF+vsKLmRueGh2BtGgekjSqwvomULmTy8+p5cOK/d64/fZWlZQjXFtDSipE2pGuNWkEaKjMm19VS4RD6yugqzUJU+h0R9yOiyjp0EZ2K9ZphSobinOaMBG4TQuwFbvP9P4wWofLasSNzMVQy41tw71KVCpFoZ7cIdXaWx05G+UEIKyJ+GhivQl0Y6kDEETJVUwslgZAz2NxwbULTMEo70j4bqSSXHYEsfRW0H4ZG0NVAWDr6tGeyIT1qgLIEEIaaCOPlRd+WMEypUaTFUFLKFcAK378TgIs7ypZXhFGVDAiyRToglx+b/Ve01RwF6oNDB4ZLEbEf55oKWVCEoS4ifiZSSVH/r6uAkjIMHL+c16YRVt/703DrCF+3pQJdPId5imu1Wv2pqwwV3kaYbyzYNfKAlE5wLEC6/gVDfYS1E0KXTYQtM5NE2glwqwkDIuJB0FVVUyCdf6LeJ4P6J+YtVc/+AkXxpoH7H8CIMDXTLJrLK9KzD7xnwXj5BX3P8kO44rUsYGqH9jLdhIi4r4AnNULcTLWXaD47ORWUrEUzImYomNsh7TNBehDWTkjFA2lDCTT0VojsV3DfufEaQmcC+VY2yglVaiF+akh5hcIglURkwv1qpaa0AVZk+qcQPy1A/10IPcT9iEweAJ4DgA500YgKH53X5YkdC661SMcSdZu18/mm4hcYUjqQSQPB9cf51zAio19DWDsjbTPB/Tfo6+bagER6zyGT+qkCe8KoKnYaGqmVtcIA1gcQUU8hRAEnE+WYsHZNGUE6VyOTnwF0aoUoCkQ9gy6bBnh2lPTxkP4lwbN5HSJ2nJqlU4ZQMqZA+ifqbFYYIbJPodv6SeffyOQnUP3xLrQ16QWYO6CrOLbA1wmFkvI62H8jsDOTAGNTdPEztMfsPa764PX1ylRwuCRRkl4A5wKNLUYQUb4Vj0P9PwZE3DcIU0vtcyV0B/e/hO6OZQZjU0Tc5DKZdVVYctKuCRv5MoRU0sG5TP3xm2/Ik+qiGnh9DNxbCV4NWBDxM8FQH1x/qz8aU8t8L2OllGp6om2SKgtruQ0R2SfXcvfQ5/OCTAURXWSyslJJBcfvaoaR/Wc03UKGRugqzS2S62VFOd1cfT9B6BFVN4XFtjSQSjLyTBtCG2WfgmZWdDUQlZcFGWnpPYE8ezu5BqeFVRVMM11dsEGXYcICZSXIeYM4EZQUMN+CiOqH0MVp7+854tN8T0WYbwLLPfmaaQhhQUYPgcSHCP6Su1S3gWujb5sA6UZGv4Eu8qG8v6e098A2g/O53UeRjnkQP7dAfn4h9CCC5WcLg9DFQERXUFJVF1EQBjA2K9JrBpxbe1QUVW6DlHbV9aC7pFA+6zKDcg7VzRbKyGtMPpVzaheqbAVa0rWFPGUfSQU8O+ACNPI5ETbyRYxM+1DVSM80iLbJSMd8qDQvaAat2OdByhuoX3QP0j5DDbzlM79bKOeQwqShIKmoqoTZf0hp7yNNTbUVCaVE2qZDxhfqj0pfF7yHCMzacYH3HNL+MyLysTyPsyQQuhhkRA+wTz0f9EWAsCAii1hPPRNrZ7D9SKCh0YOpTaF9wFJKZPo4tRWg0KkPaWsXRMxb5bu5hr4W+X8Ahugalld9HWEAfc18XrP8c3E6A4sJ6T0HtkkEugpcoCSphjPrvkq6z8A78BthaQPnKnAuzd+FjVdqGHhQfZlaqwIX0hbCV5zxHaS972vZ5gbvXkKKjjlX5W+cJYSIHgRRr6qGRESD+SZVaC03md4CX+95MF5+PktIRIK+BqLC+4U+t7RNUw08dpAZgAvsvyLTRhf63KWJEGaIfh7NeaaII1i8zOBzNWq4CHOU88hED7qKYLo+/4Mt55TjqUAZxLPd17Ytu8FVGzFDv/Mvuf5WZxZBq1Ib0j43XwFToa+kzl5tP3H+AWNUjY10EWykFZApQeeR0g0Zn5O36lW9r9q17CGEQEQ+DJEPl9D1rBA3Ddwbwb0bDLXB1LZQTbL92L4m+PNwgH0qMvrlorlGMSGVRKRtNngPIUzNwNIxYGWji+yN1NdQH1jeE2qwNeIhiOyjdjVzLPBV3yqgr42IDfFgE1aQaVob8GdemZojKnxQpu9XcRE28kWA2nj5D7XLkdTyMeqCDWJOcqoFKEQR0a+C8QpfLCAVLLeC5W5I6KKxcwTCcnvw60piiPFrYURE9sj3OC9UhBBgaq7+KUqU7HoyPqRLFTjTKp4qA0j3TmTiI77vk1ON4aSPh/hZAe0AhaWDKqCWndhRSM+z4NkJ+mpguDJ0rMraHWyTCSyoM0NEd0TUs4D+wohjFJCwkS8kSsaPkDYKdUouUV0v2TMDTIiIbL5r03UhzmhFWO/P9ziEEGC9G2G9G1Bn5TJRK7iqB8NVYNZYKegqhugqBOp7MqqrD0yICu8jDA3yPc4w+cRwBbjXB7+uuyTIPy2VNLVxi2uTWpAV0U3tvFUKyJRBPvdS5gs28LqRaeMQFd7K0zmEoRbkwcUmop9Heo+Cc/n5lbT5ekT0yxdlXnx2wka+EEjPUZ+Bz56jLgCT3yASMwJhbBy4hzBB7BdqfrcEtQJSQsQjCHPrwg/O+Yeq9BiUMy4gZqhm0E4IEzLiccj4Vvs96WsjYj9RK2jLc9CvHCFiXkMm9ECdpWY+fS2+wOv5ma30nkYmdFFTXHGA04S0/QBxk/LUurEokUqi2is2CDc4fwfyZuTzihAmRMWx6orac0Atniqm+Et5JPxLLQzOxWirPhohsq86q9bXDWkQhbkVVF6tBlplBpiuz7GqLz9I52pf9WXw2IR7Exjra2wDETVAlZ317s22RfH15RRhA1+CCOOVED9DbbLt3g6GeoioZxCmawP2k2mjfa6dzIe6C6QLmfIGohhqA3ImJ92i4uv6JPQ1ymycqDQJ/1oLRahCMonQReXJnSF0UWAtBrU/XWXUH1S2oKvQQYicfVDbzUldVIiiUYNPTKxhEQ40TG4IYyNExXE57+RcjuaH5tmPVNKCdXSKEaGLRhqbgXtDtjFZwn1+S4FwCmVhMN+K9i3U+bYVL9L9LzL9c2TGJDV9MwvC+gDami5mMN+Q84nNN6IpGCZdaqpgmLJHyIYiwuc2LFlE7IdqwFREoqZDWtUMl8j+uR4rpUvVotHqVRsm34Rn8oVAGOoiowZA+jjOz1j0EDUAYahbbNeVUiJTXgPH76i+cyOkfaQWUfmagghDTag4Fpn8MuBRFx36eETsl7nKyIqIHmpev5LA+QIfK0Q9W6IzwjAq0nsWafvRF1BtgIjsCd7DyIwJqovG3B4snXw1GlkzTAxgbldksgpSSUKmf6XGe0SUWghnuU+7raD+Eqi0BFxr1UbhxityFYeT0otM+9hXWKaAsCCjXkRXQqmwFyph7ZoiQHoOgGOx+h/L7cWuGigdy5ApL2ap6PQhIhBV1qlSB9KJTB0B9tmAF3SVIGY4Okve5HalkozMmKhq6ejiEJG9ilWqN4w20nNEDahKB+oDN3Nepud8cNykykQYG4HrH19jEqkGyuN+CCmpka9xKOnIcx19cgSZLkArRNyPLqZoAqlK2seQMZGAugBhRcS8j7DelfsYpVRjW8J60eXDhwXKyilSusExF2mfDyJSTYkzt0VJes6XpZANEYWIHYMw34iS/AI4lhKYJWNBxE8p8WyLMMFIb4IaTHUuVXPdI3ogIh4OkrNQkgaAcwmh2zpmYobI/gjrnWpBlr6mqrpYRIqLSsYESBtDcHMXE6LyH4VO1ZTSgzzTXDtZQF8fXeWcm+co9rmQNlKVexYmiOiFiHruolH4DAuUlUOk9CATe/oaZaszG+lciYx8HG2pgkyEr6l1dgMP4ESmf517EC9MsSKVdGRCZ587zFd8lvYB0rMNUWFU4M6uv8jdwAM4wbkSET0AiqN+wbkGze5dwqQ2IC9sPr7MAKkln4EqSpbToY7lkDL4/PikBzImIKUXEZO3ZuYXMhfHY6484vxDrfYLKGm3qzom5vYhKh0lmFqpjaE1K2qlr1lFmNJE2meqCqUBwnEOsC9Qay+yIvJaqSlAX7WIRqiBvibagXylaK4roiGUBLbhshwPlenjCH4A2cE+Camp6XRxETbyPqSSjnTvUXXJywDSsVR76Sp8fVQtHVGzFvS+vy2I2E/VCj99vRCzIv1FJ7NaJnH9jfas2KBK4WYl4lGCxboEwas5MyLy8SIbYtDQIh8hOMfdp19kKLz7TwidKioX9F4tiOiXcz7Ye0z7delCnr0d5dRlKGdvRbFrNSi58Lno3TVSKsi0UWCb6hMM8yCt9yNihpRu8EZXEdWAB1esCl0MosIIZMQj4FwNuiiw3OEPsAldNDLiUbBP0ZDbfaIE30QYTfR10axhQIIusFGMiOyt9i11zAdhVh/ehibqsZ7/fCs2CdFvIIpaNyfrOAwN1GytlNdBsQFeMF7pm1gUjd9fF9EZqYtRZ+be42BsjIh6CWFqmvOBxka+B2d2vOqqFsB7BFJeQ0Gis3YskvGWFy76wKuS/g2kf0agW8QCkb3RRb9QoHNKzxE1KwW92kWpAP5K6d6r9g3NPuMTsYgqq3NNg1R14X8C27egJIPxWkT0IIQxXMhU2kjPEeS5ewj8zhlUuYj4uZpGU3pPgmcv6Gv6s7ek5yjIZDD8r8Q0WqRUwHtYTQTQVymRa+aGdG1Ru6MF/FY0OksB6Gqgq7K8hEZWcoSza3JAOdPaFwDLhohCV3VT/s+X/rUvb16iesMkxAxDF5F/0THF9iukDj2fEiesiIrfajb7CFO+kM51aq2DkgAoPinc0SXWdP1CQ7o2qg17PLtBVAVFSzvHh+UuRMzQADXM8k7YyOeAcqoJoVqQiaq785WCJT37kOfuIzirxaz2ptRXzvf4pGJTdcqFFYzXXHT5v+UBqaSD0Oe76EhKCcop9eGtiy2ewZUxVHvjLXb9I+VMO/XeamIEQ13fqunCCEvmZOQvjHdYGELNivUN8/0FkPYFaD8whJotUwCELgJhvgFhah428GUM6d6Ncq4z8kxL5OlrURL7BslL5IQQAqGvdlEYeCm9KGljkGeuRZ6+HOXsHUjnX8V3waiBBAdxM3GrPn9NP742UkqkexvSPh/p2V8kQywpLvrAq4gerOaj40R1sQjAjIgZUoCzZWrKa5GXXOcCXFF6wLkU6VwH+ksQ1vvKjK/0QkFKOzL1A3DMVht1mFpC1AuQ1C+wI5Frjdooo9LCC2aGCKofvrDvR6YOB/vP+P3m3gPIpKcgbnLugdUCoIvojIICqW+j2elMKuA9COQu6y2VFGRiL1U+WQg1OcN8AyL2k1xjY2WBC+ebWECE6RpE/Aww3w762mozD/P1yLTRKCnvID0h0rO0zmW5HdD60CWYbynQ+KQ3ASV1OMrZW1DO3Ye0zyHTxSalHZnQFZnyqppJkz4Oee42pEujyUQJIL2nkBkTkOlfIN27S2UMxYFMegLss3yZSoo6A0zsqdHm0QPKGXCtK41hFjnS+SfK2Q7I041RTrdASf9KDbzm9zxKunr/gtJGncj08UUyVi10EV0g+g1Ay42mIJ1rkbZp6vhyQKa8qWYyYfM1QnGCczUy4+tiGHXRc9EbeQBhbIyu4jhEhY/AtUWVbfVsBfs0ZMI9SPeePJ7nMojszfn8dQNghuhXC5Zho6QgEzqpvVu9R8GzA5kyBJn2gbo9Y5LaGMSfT+8CaUcmv1igH2NhUOzzkGdvQ6aNRqaPRSZ0RUkdUaJjKA6ke4/6nQiIs0jU9MfssRd8M8S8TwzKKtK1Hpn0rG+2C8gUSP8cmf5J/k+mnAqhhCnBW7yuD2G9W00xDirkcoNzETL1feTZW9SMOK0RSqcvUy57uqsDbNOKYcRFz0XvrlEDm5tBRCJT3yJwaedRl2ZpIxBxk/J0Pl30C0hLR6RjsRpcstxZ4EYg0jbVVxmZ9QtmB9tkZGRfcMxFs6hGpoH3QPGUt2uNU0mBlNcJNHpesM1AWjoUa/52seM9oGY3BXnhFNQ5UraHqQCMOVdolgdk+lg0q0gzJiKjnslfyqauGmjKBgswNNZ4vegQukiI/xmZ+p5Pc9+DWnuS+YHaQTqRKa8jI/uBYyWQAroKoK8PptZofPgqUuO3Vwa5qI28Yput+uyEXp2BodVJCVXiNR8IY8OiyUd3rkFztojRVxkZosuOlKG3FQfOVb5CsuxjdSDtc8u3kddfGsJAmXx/HJwPtpvBePWFIQAXSv5CAN6zYKiZ51MJXaRanGf7kcBJlNnXaLt4EfpLEBXHAqCcvlqjklxR++gmZ3dz6lD7GseBPJNtm97Xd6Hsc9G6a6R7t5qDjh1kOiENPORDP6SIMdRA+yPKQGZMBeuDBPsbBeirq/GFMkHRVEOWFsLYyCcFkXXmKtTq0/jpYO0MooLaiSuyN6Ji+fDT5oohh0lKAVKBRfTLEP3C+Y5lxqaIuImqi7NEyU+GmgI41YIzLJyPt1lAF5u73EIZodAzeSFELWAScAnqXflaSvmpECIOmA7UBQ4BXaWUSYW9XlEhM35Ee5acHQtE9iju4WgiInr50jI1loWuNao7xtzetwzFVzRlRlQcX2Sl5nnC3E5V/suOsCCs95TcOIoJUfErX3bNL77smhZqMY2hPlR4T/1zgSGinkcmbiLwu2dVexcXoLpWCKFq6xSjvk6esNztCwKHULzUREJkL0CoMTDjNYiIBxG6CsUzxiKm0MVQQohqQDUp5SYhRDSwEegM9AISpZQjhRCvARWllK/mdK6SLIZSzt6ZQ9BHr6o8ShdYOiIqDC+15tXS8Qcy+Rk0/YK+qlzp3g3uTWpjEHP7UknrUuwLIOVV1Jm7BzBAxMPoYl4r8bGEKRqkcx0y7X01s0QXB5FPICIeLdkJRBEjlXRkYg/wHvKJ+OXF2OtVbfqop4p5dAWnWPXkpZQngZO+f6cJIXYBNYBOQHvfbhOBFUCORr5EUZJDb6swVm1zZ7i0UDnnan71hwH51eoMMO+do4TlVmTIwE86UkqEsTEYizeAlRs6611IU3O1JaF0qg+bsE5OuUaYr0OYfyvtYRQpQhcF8b+A62+keyekjyH3Fb0RLLeVxPCKhSKdngoh6gLXAH8DVX0PAKSUJ4UQmtZSCNEf6A9Qu3ZJ+pFz8M0Z6xdJCz+Z9KQvaOv7ErnWIRMehEqL8qxRoubwhhBbEpXL1KxK6KtA5GOlPYwwYXJECAHm6xDm61AEkPYpmgVTvsJIovohDA3URj4ZX0PGJDVf3nQNInqwGrcpwxSZkRdCRAE/Ay9IKVPzanyklF8DX4Pqrimq8Zw/vwscf6hSo4ZGvsbGejV31ps9Yg6gQ3hPQiGNvHT/B67NBOVXSxfS9pPawScveHapujVa2vKhmiyECRMmT+gieyP11ZDpX4L3NBhqgbEZoFM1hSwd/EZcpgwGxxz88t/+Sdt8hKFWnq4nFRsIHUKEklwoeorEyAshjKgGfoqUcrbv5dNCiGq+WXw1QMuiFivSexKZ0E3NG5d21Vjqq0PcT6oR92qliZmhKD4A7/4Q+dVOX8enPKKr5EvvzI4o9IMoTJgwICx3Iix35riP2lLzV4J/0A5k+meI2FEaR2U53rNfVR11q01hpOk6RIWRJSJBUugUSqFO2b8DdkkpP86yaQ7Q0/fvnkCJO/dkyhugnPWVIivq355DyLSPEREPoVnurIsE49WFv3jI/Gqzr+lD3hCGemD4H8HPY0uxdgIqDqT0oKR/j3L2NpQz7VBS30UqZSbhqshRFIV/Fm5mwps/MfeLRaQl5Vw+H6bsIKUka1KKdK0mZFGUc3XO51JSkQndwf0valKCB1xrkYndkZo2omgpipl8W+BRYJsQYovvtTeAkcAMIUQf4AjwYBFcK89I6fJpiGS/iW5wzEF6D3HeD6cDLCBMql57Eag9CmMjpPFqNeuFTI0ToV4j4qH8navil6pAkncvfhE1a5dyV2Qkk18A55/40/Js05DO5epyN58yvWUdl8PFK7e8zcFtR7CnOzBHmPj2tSl8sHQojZrXL+3hFRlSesDxO9KxCHQxCGvXYhEcKymk9xwy9R2/aqw034SIGUrIJuMAuYi3Sfscn85R1oeEF5QkcK0u9qKqosiuWU3oipeCqXIVNzIjm8yoVF0rlf9AFKGfW1T8Um0taP8VyJJfnd/GEN7DakzB/yWRYP8ZxXgVuoj7imy8xYn07As08IAq+ZqAtM1FRHYtraEVC7M/XcC+LYdw2dUHvNOm/j2868dM2v9ZmQqYFxQpPcjEx8GzzRcz0iHtc5HRL6IrZ6tMACndyMSu4D2Fv4rZuQyZsB0qfo2mjAWotSo54TmIthKmBzxHA+vsioELtuJVCBOYWhD8FvUE9071NTJwLi3aMegi0FV4G90lWxFVd6GLm6z2yswnMu1DgguiHJD+QYkLkRUY978hZjx2cAfqekslCSX9G5TkV1AyJiGVNI3jyjZ/TF7pN/BZSTqTzPF9oZpZ5A9FUbCn28lLrUtxNAeSGZPUlao/KUABHJA2uny64ZzL1dl1QE8IL8hUhGcvmNoQlJUnrLlKMwjTlWrdTdAGfYmkPl+wRh5AVHgfdPEgIn2vRKCWJ2v4waQtpBJdkYylMDM3TwgVTCXVF28oB+iqo73gM/kaW6tIz37k2dvUFoqO31SDce52pPdESY20SBC6EJ+3BJ1O8Pf8jQy5dyQv3zKMBd8uxe3KewWmlJJfxy3ggSp9uC+uFw9W7cPcLxdp7jfni0V0rdaP2/VdeazBs6yanfdGGaGv70VJfgnSP0CzmEgYwfVPoa9T4ngOcL7xfRZkBtJzAFHxC4h4xGewdWBqhYibhdBXzfm8ljvVYrIAx4lZjbUZry3CN6DNBS1QJvQ1oPJScCxW5QFcq1CfxFo55xFqUVFZRHeJdnWuMGnPEMoippZqppDXQcBDVhgQEefDNTJliJoNlVUlUHEiU99DVPysJEdcYDJSMqjZsBpHdh1H8QautCrXrsTcLxcz78vFODLU9No9f+9j8cTljF7+NnpD7vGguV8u5rvXp+KwqcennEvjq5cnY7KY6NDrJgASTyUxqudnbF66Damo9/LkgdOMenQsRtNArru74MZF2maAYwmhG+GILBOrcoShvi9dOdvESUQiDA0QwoyIeRNi3szXaYUwQ/wsZNpocCwG9BDRBRE1oETcdhf0TB5Q81GNV6oBDtxo6sBgBF1VMN9cwqPLGyL6OYJbmVkhole5aQkohA4R96MvB9kImEFfG1Fxgl9rX0qPL1Cd/SGs+Pz5pYc9w8HSKauY/cl89m0O3ST65MHT9Gw4gPWLtgYYeHOEiei4KJ759HF+G/+738ADOGxO9m89zF+/5m32++M7M/0GPhOnzcnEoTMAOLb3JH2avMCmJf/6Dbx/P7uLCW/+lKfrhMQ+Fe3fUSYGMLUq3DVKA/NN6kQkYO5rAF0sWG4t1KmFLg5dhRHoqq5HV3UduuhBJZZscEHP5MEXTEl4lPMZLtmxgKUjWO8GJQEK0NyjuBGWO5ExqZA2WvV/CoNq4KPOF1RJ6VCLvpQENcAbqndtKSL0VRHxU1R/rXSCrmq2mYwOdaWlMUMsxTZrezcd4JVb3kZRFDwuDzq9nuvuvpY3pj6PThc4Txr3zHekJaajZDGuQghq/q86n6wezqpZ6zAYdMEtKNIdrJu/kXYP5NyOTkpJ0ukUzW0JJxIB+HLgD2SkaFVwqhz7r5Curxx11GMQcd+jls6UL4QwQPx0ZOoI34xbgvlWRMybfj0o6VyBTBujJkPo6yKiX0KYbwg4j3TvRtpmgkxGmG8By+2lpn0FF4ORT3paQws6E7M643DMU7vESDfS3BZR4WOErmy5QXQR3ZDWB0CmgogK+BEprh2Q+DBqda3azEKabkRU/LxMzvSFrqL260KHtHQAxyKCfL1SoiQNRET1LfIHmJSSf1fuZMeaPdjS7BzecZSk08m0uPMaOj97J0Pv+4CMlKwVxx7+nr+RpT+u4rbHAtPfNv2xNcDAZ57/0PajWCLMRMdFafZL1Rv0VKySu6qhEIJL6lbm1KGzQduqN1AnKFuWbc8x0Op2elj/+2Za3HFNrtfTxHIXZHxH0MRJVITKqxC6st/3NBRCF4eIHa25TbEvgZSX8K9iPDuRSc9A7KcIi+omU2yzIPUd1HujIJ1LVR39uIml9uC7oN01UkkEV07LfI8vldLp05T39W5MHVxCI8wfQugRuooBXxYpJSQ+ipqilTkDVsC13CenXL4QMUN9WubZfxBp4JyHTOiGYl9cZNdzu9y8evu7DO74HhPe/Inpo35l3byN7Fm/n+kf/Eafy18gLTG4iMmR4WTBt38EvR7Kp24wqq9fe/tVGMzBcyuDUc+dffKWcdzvg0cxRwQaUrPVRP8PHgXAEplzTp6UkjFPfFXgjBsR2Q/0NbPEg0xqlknFcejKkYGXShrS8TvSsUSVG8iN9JFoZbnJtJG+86X7DLwD/29R2tQqV8e8Ihx5/rigjTyujTlvF9EEf2gucCxBKuUja0W6NgMhKikzvinRsQBI905kxre+BsnJ+T5e6CqoshMhv5pOSB1SZJWC875czI6/duPUSHd0O9xkJNvwuLWvpfX6Td3bYjQFGnGDycBND18PgNFk5IMlbxFfIw5rtIWIGCvWKAuvTHiGmv+rnqcxt3ugNYN/epG6V9TCHGHi0qvq8Nasl2l9j1oc1/GJ2zBZcza2yWdSST6j7fbJDaGLQlT6DRHzFlg6Q2R/RKXfEaaWBTpfaaDYfkOeaaO2/UsZhDzbBulcGXJ/KaXaZ1kLry8rz70xRC9bO9K+sPCDLiAXtrtGF4v6FrXS08yEVqIUvgyPcpAhkFMjZFly+eVSSmTqG2Cfj5pnbIS09yH2c4S5bf5O5t5MyBJyAJyqT7QItHt+/345Lkfo9EWP24tOH/zAMUeYuT2bqwbgqTG92P/vYY79dxIUCQJqNa7Bk6N7+vep37QuUw9/wZ71+3HZXVx2XUNMlrzPgD1uD01a/4+vtnyETqdj76YDrJu/kUPbj9C+Wxt6DHmAIzuP88/CTbhdnqDgq4rEElVwjSYhzGrVtbVLgc9RWkjPUUh9E3UFfz6ALZOegyp/BjQDkd7TavWr9KruKK2+RzpfpyxhDSFlgiqXUkpc2EbeeK3vg9Hwyce8A46F4FpJkEHRxYCu+IWDigRjDtIGhnolNw7nMvV++ldGHlV0M3kAVFmX50YmUkpIG0PoQDlqpaAoWGWylJL9Ww6RcDKJRi3yJi9wadM6HNtzAsWr4HK4sURZaNS8Pnf0Cc7GiqwQyefrR7Hjr90c2XWc2pfV4PK2jQMCzNtW7WLqez9zYt8pLmvdiPgacdRsWC3XcSiKwg9vTeOXTxfg9ShYo8zUu7IOu//Zi9vhRm/QM3HYDF78+gmG/vwyJ/afYtbouSz6IfBBZjQbaNu5JdbIklNCLEtIx1y0g/tCTQ2NeAAAxfYLpL7Fealv3+QlYNJohahnkYoNmTEBbcliK8LavWjfRD64oI28EDqIn4xM6A3yLOoHJSHyFXCuUFvoBRh4n3509DDN4Jh070WmDlPT/IQZrA8gol8pUDu0okJnrIdiaAye3dm3QMxbSO9xZPpX4NoA+lqIqCcQpmZFPg5pn60thwzgWg95nc271vk0ekKhA9O1+ZeGABJOJvH6HcM5eeA0Or0ej8tNkzaN0Bt0eD3aOd8mq4nH332Ihs3qsXTqKpJOJXP1TVdw7e1NgzJrMhFCcMX1l3HF9Wr/0sO7jpF8JoUG19Rj4+KtfNDrM7/MwalDZ1nz2z+MW/sedZpoy9VKKVG8CpPensHsTxbg9KVPup1utq7Y4d9PcamVmmP6fUWru5pRvf4lDBjfF5PFyJwvFmOyGHE73Vx5w2W8+PWT+b5/FwzSRmBVa+brXv93WHrP+gx89oYiQu35LB1qLUDUAIT1QWTKwBBCZXqI6o8wl15K6QVt5MGn4lhlGXh2gJIOxquQth98fVGzzRZ1VRCxn2kKLEnvKWRiN1+AFvXLYJuO9BxGxJW87zsrIu5HZPJzviCyUKWSo0cgdPHIc/f6qvg84N2HTFyHrDAKnfWOIh5F0ZTNS9c/oR8WCDBcgYgdU6Bzv33/hxzZdSzAoO9a9x+X1KvC8b3BUgM6vY6eb3ej5Z1qFsoDL+avX23CySSG3PM+h3cdw2DQq64fg95v4AEUr4Ij3cl3b0zlnV8DG6cpisL0Ub8y48M5pCdnIITIU7BUb9CxfuFmbn74BoQQPPlxLx56owuHdx6jcq14qtXLpULzAkeYb0ZmTEZz1p0pFuZcinZcSIK1JyKqt1okJXRqwNWxBM3Vp74euqhnim7wBeCCN/LgkxQwXuH/v7SFKOZQEiFE93hpmxLgv1Nxqo0DPAfVh0kpIXQxiLgf1PxzJQ30NRBCj5L84nmZZT92SHsHabldc7VS4DFYOyGda4DsBlpCPtQyhS4eiYXgz8cEUc+gK2CfzTNHzrJv08GgGbvT5iImPpoHBt7DlBE/c+5YIkaLkdb3NGfA+L7EViq4YN3rdwzn4DY1KOfyL/GD/f9SSnb8FSxdMfGt6cz+ZL6/8CnP2TACRLZVRoVKMVzVruzVTpQKxmvAcofaqhI7/omR9VGEoY5vJy/aExcJQlHbg/pfSiVkooAMDG5L10Zk+nhVQsF4uVr1WsyV9heFkQ8i5ExRUSVBtfzH7h2E1Onw7C9Z/3cIhK4iZM1Bd/2Npu9RSQflDOgvQUq3r8AqpnAl1ubbwLIIHEtRl7hGQCBix+TPnWXtCOkfBf++hAkR8WjQ7l6PN2Ta4rH/TvDj8J/Zte4/3E43bpfGEh1IT7Zx9xO3c/cTt6s9c4ug1Pzg9iN+A58XKlYNzJF3Od3M/nR+UGVrXlA8Ci3vvDrfx5UnMlJtbF2xA5PFRNP2TTCa8p6DLoSACiPBejfSMQ8wIKydEaYW53cy34Kqlp4dE8LSIfAlXVU1nTSoSEwXUPkrHcuRyc/jn8A4TyKdqyF+MsJ4VZ7Hn18uTiNvuh6ciwkygIb6aqNfLYyX+0SXsi3JpFvVvCiL6OJAOaexQUFiRaaOBNtPgAd0FZHRbxbYjSOEDiqMhoitqoSEiAZLx3z7zoWuIlT8Tg3YZj6MRQyi4mcBn83C75fyw5vTSDyVTNwlsfR6t3tAnvnB7Ud4vs1gnHZXkH5MVgxGPW07n/9xF5WWyKqf1+V5X0uEmYdeD8xSSTmbmkfXjN4vhqbX6/AqCnf1u5Uju0/QuGWDC0LSODuLJi5n7NPf+msPdDod7859jSva5n1GrPZ5vSGoWtW/XX8JMvoVSPsQdVavACaI7BVUjCeEHhnzFqS8xvkVqF7Vw4p6AcjMPnuHwBWqBOzI1JGI+Kl5Hnt+EcUhQVpQmjdvLjds2FDs15GeY8iELj5ftRMw+BqGTAzZ8EB6TyHP3XXeJw9kVszq4r4t9jEXBGmfg0x5ncAViEFdqooKYP+ZwC+dBVHxK4Q559L6kkBKxRdMFmBoFOBaWjRxOeOe+c4fgAQ1pXHA+D506KlWHg6++z3WL9xMbl/vmPgoJuweS0y8uvw+c+QsO9f+R8VLYrnyhsv8KYr7txyi2qVVuerGJn7f+Nq5G5j7+SJsaXZu7NqGu/rdisGoZ+3cjcz+ZB7bV2cPhqvEVqmALdWG3mhA8So89Pp9PPxGlwCD7Ha5ub9Sb+zpwW5FS6QFg1FPvStr03fkI0RVjGLtnPX88eOfnNh3Cr1Rj1QktRrVYNSSIURXDDFxKYcc2X2cp64dFCTjHBFjZfqJb7BEFG0ShPQcQjoWgvQgLLfn2LRbujaoSQ7eY2Bqjoh8AmGoqW6TduTpZmgq4GJFd8nWQo1TCLFRSqnpF70oZ/LCUBMq/6765l1bwNAAEdHD/4FoHqO/BOKmIVPf9hU9WMB6PyL6lZIbeD5RH+AaYl/GNpD2NsGZA75+lWXAyAuhgxDyBRPfmhFg4MEn0DVkut/I71izJ1cDbzAZeHz4Q8TERyOlZNyA71j0/TIMRgNSSswRJswRFhJPJqHTC3Q6HZVrxTN6xdvM/GgOcz5f5Bca27/1EAu/W4rH7SXheKKmcVbfGDz96eNce+tVJJxMotqlVTUNk9Fk5OHBXZgy/OcAMTNzhImRi97k8jaBxmbZ1FWc2H9aTZX0pUse3H6EMf2/5K2ZL+d8I8oRSyauwKtRhCal5J8Fm3LV/skvwlAXkcc4kDA1R8SFij+Z1Iw8LVexLq7gA8wDF6WRB59GRS5i/0HHGP+HiJ9STCMqBtJHE5wqpkDGWLSbjHO+eq8Mc+54QojXE/0+9djKFchIzrlUXacTfqOwbOpqlkxcgcvh9ueUq4Y6NeCY43tP8X6PsWxbtQt3ltxzp83Foe0hKiIzr6fXUfuyGrR74Dr0er1/9RCKboM6ExUbydQRs0k6nULdK2vx5Ec9gww8wIJv/gia3XpcHtbO3YjL6cZkLn+CYVqkJ2fg9WgYeUViSw0tylbaCKFHWh9WdWwCVs9WiOxfrNe+sGUNyjHSsQQl4WGUs3eipH2o6vDk53ipgBKiA1Go1xFq7KGMc0ld7UK1qnUr+10e3V/tjDmXpXuNhtX4d9VOFk9cwadPfR0wYw6F1+Nl05J/c/TzaxFbpQL3PXcXn/41Ar0+d9G4I7uPM6zLh0x4cxqWKAsvfNWfz9ePoml77c/Hadeu2pWKgtetHXAuj7S+t4Vmpa7iVWh265WlMKK8I6IHgrULYFZz7IUVovoiIoq3UOqincmXZZT0zyD9G/x5vBlHkPa5UGluQMl1TgihQ4roENIGAswdwPl7tk44FkTU84UdfrGSdDqZelfV5tTBMwGBSXOEib7vP+L/f4fHb+LM0XNMGf5zSIN8cNsR3u7yUYHGoeUyCIXeoGfygfFYIsycO57A8p9WozcaaHNvc83Z/In9p3i21es40h1IKUlNSOOzZ7/j1KGz9Bym3Qu31V3XsGLGmiAJg5qNqmONunCapDfv0JSmNzZh64qdODIcCKHGY+4feDdValcu7eHliBAGRIVhyOiXQTkN+uoloil/UQZeyzJSSUGeuZ5gf7kZop5CF/V0ns+lJPYNocIpIOoVtTVixpegnAXjFYjoQYgs9QRljbPHEniy2SvYU+0B6ZBx1Sry7Nje3HD/dUHH3Bffi/Sk0hWba9SyPuPWvs8v4xbw3WtTEDqBEAJFkbw68dkgP/LoPp+zeNLKoIeT2Wpi5ulvNY32yQOn6fm/AUFGPiY+mp+OfpkvbZyyjtfr5a9f/mHFtL8wR5q5o/fNNL2x7K9Ai5Nw4LU84d6h5ulrFV45V0E+jLywdka61hKU3y+sCGMjNX0s4r4CD1UqKSDdCH0lX1enzaqujKlZsUg9TBo2nYzkjKCCJikl9ZrW5vm2g9mzYT9SkdRpXANzpDmbDnzpsGf9fu4wdddcUYx67DOatr+cClmKrnas/U9zX71Rz/G9p2hwTXBNxn8b9mOOMOPIFvB1O92s+vlvbnlEO1WwoEgp+Xv+JpZPW43RbOT2nu1LrNhKr9fT7oHWRR5kvVAJG/myhq6yaiiDEKDPXcQqAMvtkP4xeE9xPgBrVLXATflUhsyC9J5CJr/sU4sUSF1ltam4yJxFSqgwGmEp2naKGxZt1dSYSU/KoG+TgQEBuYM7cg6CliiSkC4jr9fLkkkreWDgecmE6vWrcnT38aB93U4P8TW0MzGO7zsVFHgFNXh8fO/JAg5cGykl7z3yKevmbcSRrrpMVkxfw33P3Umf9x7J/QRhSpRw4LWMIYwNfRK62Z+/FkRkr5DHSfculKTnUM7egZI8EOn+DyFMiLiZYLlbrcgTUWraZ9zUAksaSOlFJj6sppHiBlygHAfS1BoCmQ4yA5n8AtJbtMYlOk4739vj8mhmXJQHvG4v370xlU1//IvH7eHAv4e5vddNQU1BTBYjbTo1D9k9qn7TOkHHAFijLFzatI7GEQXn3z93sm7uBv+qQUo1hXX2J/M5eeB0kV6rtHA53Xw9aBKdYh+jg7EbL7YbwoF/DwOQdCaFJZNWsuyn1WSklP2+E+GZfBlEVPwGmfysz3VjAHQQPTRk6bN0rUcm9sXf/s97SG07VnEiwnQ1IvYD4IOiGZxrHShJaBd1ZEVB2n9DRBWd2uEDA+9h3LPfBmTBGEwGFK83pIx3ecDj8jC0y4fo9ToURcHrUahUvSK2NLu/V+tND13PgM/6hDxH8zuupkrtypzYe9IfrzCYDMRXj/M3Eykq1s3bGFSnAIAQbFi0hXue6hC8rQRIT85gzue/s27eRuKrx3H/Cx39SqD55b2HP2H9ws3+dNrtq3fzwg1D6P5qJ6YM/xmdQY8QoHglb057kevuvrYo30qRctEZ+bPHEji0/QjV6l+SJw3v0kDoKyHipyG9J0BJUeUWctBjl6nvEqiop4C0I9NGIOJnFu3gvMdB5iV90OV7GBQdtz12I4d3HuXXcQsxmo14XB4atWjA0f9OkHQquUivVdJk96WfOnSWGg2r8dWWj4isEIHZmnOMQ6/X88mqd/nu9SmsmL4GKSXtHmxN35GPhNT2KSjWKAt6n6pm4Bh0hWpEUhhSE9N4qtkgks+k4HK4EQLW/76Zpz95nLv63pqvc506dCbAwGficriYOGwGikcha5xreLeP+enYVzlWFjvtTg5tP0pslQpUrVOyWUAXjZH3erx81PcL/pyxxm8gLm/biKE/v4zT7iYi2pLrD6mkEfrqoM+5JZyUUkNL3od7e9EPyngFeZIVFhEIc7sivbQQgn6jHqXboM4c3HaESjXjqNGgGmOf+Ya5XxRd39eygOJVOHv0HGePJRJ3iXbj8+xExUby/Bf9ef6L4i2uubVHO6Z/8BtkM/JSStp0ahHiqOLll7ELSDqdgtvp9o1FLVD7YuBEbnnkhnz9to/uPo7RbAwy8qHSZoVex5rf1tOh102a238bv5BvX5uCTq/zT0yGzX4l12K4ouKi8cnP/GgOq2atxeVwk5Fiw2l3sXXFTrpW688jdZ7kvrjHGdXrswKp/pUmQviaGGhuzLtMrpQS6dqETP8Gaf8lZI9bYWwC5lZA1hmb8P3JxArGFmBqk+fr54eY+Giatr+cGg2qIaVkw6LC6X6UVXR6XZlcoVSvfwkvftUfk9VERIxV7VMbbeXtXwYRGROR+wmKgXVzN/oNfFZ0OsH+rYf9/z/23wne7/Epj9R9ihdvGMI/CzcHHVOzUXXNc4USe3PZnZw9pl2FvXHJVr55dQqODCe2VDsuh5td6/5j2P0Fq88oCBfNTP7Xz34PaNYA6uw+a8BuxbS/sKXYePuXQSU9vMIR8ShkTCC4XPrxPB0upQeZ9BS4/1FVNTGBGA5xk4MU9wBE7HhkxvdgmwG4wHw7GJuCc6GaUmntBJa7SkQBMS0xPeQPrLzjdnny3KKwpLm1x420vqc5m5Zux2DU0+zWK0t1JRxbVTsg7XV7/TPmY/+d4OkWr+G0OVG8CmeOnOOdB0fzzKePByiYVqtXlWtvb8rGxVsD2yZajAgIavqueCWzRs+lQ6+bqFwzPmDbrNFzg+IXHreXPf/s5fThs8TERzHr43ksn/YXJouRe568nTv63Jynqui8ctHM5O1puetaeFwe1s3bGFIbpawiogaA9V7Ucuko9W9rF0RkvzwdL20zVO35zA5S2ECmIZOe1ZS7FcKELupJdFWWoauyGl2Ft9BFdEJX8Ut0cd8hrPciNLvWFz3mCBMXoJoulkgzXZ67i4pVY0t7KCGJrBDJDV1a0fqe5qXu6uzyfMcgoTedXkedy2v5Y28Th07HmeEISGd12px8/cpkPNmkH96cPpC7n7wda7QFoRNc3rYRn6x+lxtC5OY7bU5mfPhb0OsJJ7TjUgaTgXMnEnmu9WCmjviZo7uPs3/LIb4YOJFRj47L13vPjWI38kKIO4QQe4QQ+4QQrxX39UJxzS1X+nW3c0LxKuxY+18JjKjoEMKArsJwRJVViLjJiCqr0VUYihB5nA3YZ6LdKSsBvAeKdKxFjdlqpm3nlkUeXCwthBBUb3AJr0x4hj7vh3PO80qLDlfz2NtdMVtNaqA6wsylV9Xhnd/Ot1Tcvno3ihI8afG4PZw9GjixM5mNPPVxL+akTGaRezqfrBpOw2su5e4nbsMSGfxA87i9/PvnzqDXm9/RFIMpeMKjeBU2Lt7KoR1HAwLYTpuTv35bz+GdRVfnUazTLaFamfHAbcAxYL0QYo6UMvhuFAFSSrat2sWBrYepVr8qzTs09S97+n3Qg60rd+C0OXE7cxZsOn3wTHEMr9gRuljQxRbgyBDZMgKKqndrcZB0Opkf3prOluU7LpjZvCXKzBcbPyAi+sLRmykpHnzpXu7qdyv7Nh0ktkpMUGP0SjXiOHc8WOjP61GIqRQ6CJrV7Vi5VrxmYZsQaqxCa0x/TP6TtKQMPL7UVnOEmT7vPcw3r/6oeT2pSHas+S9kY/f8Utxr6pbAPinlAQAhxDSgE1DkRt6e4WDQre9weMdRtSWcUU9s5Qp8svpd4i6pSI0G1fh2+xh+HbeAXev2kp6UHhCQyURv1FPxktiiHl7ZxnofpO0nuBFxJOjLpk84I9XGU81fJfl0SrkthBI6EaQ1c8X1jTFHmPC4Pfw4fBZzP1+MPd3O5W0b8/Qnj1PvitqlNNryQWRMREilzofe6MJ7D38a4CM3WYy0e6B1ngPGVWpVoulNV7Bl2baAyaLJaqLrK52C9q9YNZavto5myruzWP/7ZqrUqcxDr3dBr9eF7PyleBXiq+ctoyovFLe7pgaQdd1xzPeaHyFEfyHEBiHEhrNnzxb4Qj8Mmcb+LYewpztwOdzY0xycOXKW0X2/9O8TX60ifd57hI+WDWPYL4MwamhsG00G2nZuWeBxlEssHQjWnQc1F1hbwra0WTRhOelJ6eXWwANBBh5g8x/bmPHhb3zQazyzPppLakIabqeHLcu283zbNzlzpOC/kYudNve2oP8HPYiIsWKJsmA0G7m+Syte+Cp/KadvTnuR1vc0x2g2YLaaqFi1Aq9Oeo7LWjUM2tfj9vDd61NY8O1Sks+msnPNHtbOWY8tzY7BqD3H1ukFzW/X7lBXEIp7Jq+1iA74Zkspvwa+BlWFsqAX+mPyn0FpT16PwsYlWzWbJlxStwqvThrAh4+PR29Qn3VCCN7+ddDFt1S2z0dtvJ09fdQDzhWqBk4Z4uTB0/w8Zl5QthSoMzM1ayp/eu9lBY/by+xPFmBLtQXlaTvSHQy8cSiPD3+I9t3aXDBxiJLk3qfv4M6+t3D68DliK8cQFRuZ73NERFsZMuMlMlJtZCRnUKlmPDqd9nx5wps/sWLaX2ojeZ99WvjdMmLio0O4fQSPD3+oSD/b4jbyx4CsjqWawIniuFDIGZ2UIcWhbnywNS3vuoZ/V+xAbzTku+t7dhJOJmEw6gMUBcsFyimCDTyqUJq3ZOMT9nQ7R3afIL5aLJVqBKajHdt7kuFdP+bAtsOas2AARZGawbXyREaKDZMluBhHSsnpw2f55Mmv+OPHlYyY/0ZI41Ke8Lg9/PXrerYs20almvF06NU+6LMvSowmY5FUu0fGROTo5pFSMveLxUEpl06bk7lfLOKZcb0ZP+B73C4PilfBHGGiUfMG3PfcXYUeW1aK28ivBxoKIeoBx4HuwMPFcaHru7Tijx//DKhKE0LQuNX/cmzua4200Kpj4XQn/tu4n5GPjuXUobMgJQ2aXcrgqS+UePlyQRGmFkj7LI3+kzowXVOs105NSOP04bNUu7Qq875azI/vzEJv1ONxeWja/nIGT3uRyJgIXE43A9sNIel0So7ni4mPIvFkcrGOubhp0vp/7FoXOsPLkeFk+1972LBoKy3vLN7Pp7hx2JwMvPEtju45gSPdgdFsYNrIX3h3zms0bFaP1MR0qtSqVC5XLYpXwZGh3es3LSmDO3vfQqPmDVj47VJSE9No27llsWSKFauRl1J6hBDPAosAPfC9lHJHMVyHtve1ZNXP63Di8ht6KSWWKDPnTiRSqXrhmuVKKflz5lp+G/879nQHN3ZtQ6dn78Bpc/LKzW9jy5KHv+effbzYbgiT948vH19O8y2grwue/Zyf0VvB3BZRTO0APW4Pnzz5NcumrsZoNuCyu5DStyLz3coty3fwQc/PePuXQfw9byMODfdMdipUrlCujbzBZOD5L/rxzas/snHxv7gc2u/Zke7gnwUbi8XIu11uNi35l4xUO03bX058tdBBwH2bD7Lq53XoDDrad22T74yQX8ct5PDOY36ZZLfTg9vpYXDH91AUBYPRgMFk4Kkxvbj9sfaFeVsljt6gp3aTmhzecSxoW6MWDQC49Ko6PDO2d7GOo9grVqSUC4AFxXh+Pur9OX/OWovT5iR7wHrzH9t4tuVr/PDfuBxn9Lkx/vnvWTRhuV8B8cju4yybuoqbH74eTzZXkeJVSE+2sWHRlkKvEkoCIQwQNxVp+wHsc0AYwdqtWHtPfvfG1CBfZXbcTjfrf99MakIaZ48l4HHlHgQ+vL3sNyIPRfX6Vflg6VCq1q7Mm9Ne5OtBk5n/1ZIgITAAg1FPdDFon+zZsJ/X7xiO1+1FSonH7aXHkPt5+I37g/b97o0p/PLpAtxON0InmPHhHB4b1pVuGlkmoVg2dZWmDn6mq8rj8kKGk7FPf0PlmvFcc3PZ7uOanQHj+jL47vd9kxiJTq/DZDHy1JheJTaGcu/Q27x0G3/OWosjI9jAg2pwbal2Vs5YU+BrnD58lgXfLg2QuHXZXZw8cJoNi7dqfkkVj5czR8tP5azQRXAu8UFOp09ExM9BF9mj2KpWFUVh3pfBvkot9AY9qYnpNG7VME+rovLoj69apxIj5r/OxL2fUdXXp9RkMfHs2D7MTvyBiJjgRAC9QV/kM1uvx8sbd40gLTEdW5ode7oDt9PN1Pd+YduqXQH77t96iF8+XYDT7kJRJF6PgsvuYtLQ6Zw6lPc4jlaGmxZOm4tpI3/Nz9spEzRtf7laKXt/K2pfVpOburfls39G0qh5yaUml3sjv3LmmgDjq4U93cGBrYcKfI0df+3GYAw2MI4MJy6bS1teVQj+V4IfZGE4svs4/a4ayOONn6ffFQPp9b8B7Nmwv9iu5/V482TgQXVfVKtXhctaNeTyNo0wWy+cXqUAJquRu5/sQMs7m2lut0ZaeP/3N4mpFE1EtCoGZok088oPz1Lt0qpFOpatK3f6C3ay4rI7WfDtHwGv/fXL3wF9drOydk7e+zTf8+TtmhWkWpw+XL6KFDcv28b7PT5lyvBZ3Ni1DV//+xGvTX6OOpfVLNFxlHuBMoPJoFlUkhVLpJm6hSgiia0ai1Y2qN6op/F1DUlLzuD0oTP+4giz1cSVN1xWok/rguJyuBh441uknkv1r4RO7D/NoFveZvLB8cTEFa1L4OSB03w/eCpCCGQu1bTmCDPPjO3tn8G/O/c1fvl0AQu/W4bT7iTxZHK5zpMHcNnd/PbZQh4YeHfIvOkm1/2PGSe+Yftfu/G4PGrBVDFoxWg2AkGV7T17NIGvB03C7fTQ7oHWvqYZwb8JIYTmhAjUzClFkQEZKbf3as/mZdv465d/QKh6M/a04GCl3qDjyhsK1gCkNPju9Sn8+tlC/wR0w6KtLJn8J2//8kqJZ0SJUFVXpUHz5s3lhg15nwUA7P5nLy/fPEwzZxrUL01MfDST9o3T7HKfF7xeLz3qPU3C8aSAKjWz1cSXWz4itnIMU0b8zMrpazCYDXTsdytdXuhYqHTMkmLljDWM7vdF0A/LbDXR74NH6fTMHf7XUhPT2P33PipUjuF/116ab5XJs8cS6H/VS9hSbSHdKkInMFtNXHHDZTz8epccf9jLpq1mTN8v0RnU6kEhBB6XJyj1sKwjdIIrb7iMD/54q0jVB/NLRkoGXav3D3I/GkwGNRVZkUhFYo4w0bJjM9bN2RgUGDZZTEw+8FmABv7pw2f5oNdn7FizB4D/XVufQROfDUhjPLTjKNtX7ybukliO7jnO5Hdm+R86Or0Oa5SFLzZ9QLV6Rbt6KQ5OHjxN38tfDPoeWiLNDP35lSItdMpECLFRSqnZAqzcz+Qbt2xI91c789P7vyCEQOhEwM299tareO6LfgU28KB23flo2TCG3DuKM0fOodfr0Bl0vDLhGf8X9YkPH+OJDx8r9Pspac4dT9TU8nHaXQHVlVOGz2LKiNn+YqPKteIZ+fubVKmd9zTRmaPn4Mhw5Og3l4rE61WoXCOeqIqR/PT+LxjNBto92JoqtSoF7Htz9+tpc28Ldq7Zg8lqou4VtejT5EWSz6SErI0oi0hF8t/GA/w9fxNt7i2dphugqko+8+njfP78hCy522Z/0DATR4aTv+dtouMTtzL/qyW+ngZqw7AXvuofYODdLjfPtx1M0unzn8nuv/fyfNvB/Hjwc6yRqquz7uW1qHt5ZmZOC6o3qMa0kb+QeDKJq9pfTs9hXcuFgQc12UNozNYdGU7WzV1fLEY+J8q9kQfoMeRBbnusPf8s3IzZaqJNpxZEVohQo9lFtDSq0aAa3+0Yo+bzZji49Ko6IZfX5YnLrmuIwZeXnhVrlIXL2zYG4O8Fm5g26teATJjje08x5N5RfLUl780Ptq/arZkpkh23w83vE5axbOoqPG4vOr2OCUOm8fwX/YKCjZYIM81uPd/7dvw/7/PFwIn8PX8jBqMBo8VIci659WUBR7qD9b9vKVUjD3BX31tp3LIhC79dSlpSOpZIC0smrQialTrtTvQGPT/8N451czeg0+to06lFkDTy2jkbsKXZAx66Ukpcdhcrp6/hjt43a47jhi6tuKFLqyJ/fyWBNdqKTh9sdwxGPZEFqLAtLOU+8JrJ2WMJLP3xTz577nuebzuYP2etK3LflxCC2o1r8L9r618QBh7gsuv+x+VtVVGsTEwWEzUbVadVRzUY+OvYBUHBbcWrcHzfSY7uOZ7na9VoeEme5J5Bnd067S68Hi9upxuX3cWnT35NyrnUHI+rVCOeIdMHMnn/eF767mnuf+HugPdWVjGYDFQM0fiipMnM3X5t8nNcdl1DTYOl1+swW01UrhnPPU91oGP/2zS1708eOIPLHuw+c2Q4OXngdHEMv9S57h7ttGm9Qc9tpZDrf0EY+R1r9vBah3fZsWYP9jQ7R3Yd58PHxzP/myX5Oo/b5Sb5bAqKUn6W+oVFCMG7c16l1zvdqX1ZDWo0rMbDg+/j45Xv+P3DKQlpmsfqDXrSkrTbBGrR9ZVOmCyBcYr8+PV1eh1/z9+U634Th83gkXpP81Hv8Ux972eMZgPRcVHoNQKCeqO+TDwE9Hodt/dsX9rDCKL1vc01kxr0RgM3PXR9rsc3bFYv6DMHdaXYoNmlRTLGsoY10sJ7818nKjbS3x7RHGHiha+fKBI5hfxyQUxHv3t9SlDg1Wlz8v0bU7mjd+6ttLxeL9+/MZXfxi9C8SpYoyz0HfUId/Y+3xJsz4b9zBn/OwknErnunuZ0ePwmvz+xtPB6vWxdsZO0xHSuuL5xjpWJOWE0GXlg4D08MPAeze3X39eSwzuOBmupKJIGV9fN83UaNruUIdMH8smTX6sPDqk2c9nx125cDtUVZDAakEg1aya7bcnDA2H975uZNXoObocbt2+8QkDVupX5ftcnRMRY2bV2Lwf+Pcwll1ah1V3NSD6TwnOt3+D04XOa57RGWzBZTaScyXkVkRNCJ6jZsBpnjpzzp4/qDTqMZiNupweT1cjbD3zEQ6/dRztf9yG3y83q2f+wc91/VIiP4uyxRHb/vZeqdSvT9ZVOXOFzpxUnMXHRvDH1Bd57+BN0PnlcxavQ/4MeeUoFvPrmK6jZqDqHth/1u/qMJgOVasbTOsSM90LgiusvY8apb/h35U7cTg9N2zcpVFywMJT77Jq/529kSKdRmrMNo9nIT0e/zFUw7JtXJ/Pb+MAesOYIM6//+BxtO7dk0cTljHvmW1wOtz+7oHKtSoz/ZyS2NDuzP5nHjr/2UPN/1XngpXtKRPP7yO7jDLr1bWxpDgRqP9AHBt5N7xHnpYG8Xi9Jp1OIiYvCZCn4bDUjJYOnm79GwolEnHYXQicwWYw8/0V/bnv0xnyfT0pJ0ulkrNFWrJEWEk4m8dv4hez+ex+XXlWbq268nPce/iTowW2yGPnp6Fc5drkfcu9I1s3bGPS6JcrCxyvepmGI2ePfCzfxZsf3Nbe98sMzXNfxWrrV6K+ZR26OMFH3itqYLCaSz6ZQrV4Vdvylxh+cNhdmqwmDyYDb5QnIXNEbdGoQWkp/+qolwsxjb3flzj63MKD1GyQcT8Serq1/InSCulfU4ukxj3P1TVeEvCdFQXpyBuvmbcTj8tDyrmsCgqu5YU+3M+ntmSz98U8URdK+Wxt6vdO9QAqQYbTJKbumXBv5vxds4t0HR4csrLFEWfglYUKO/nO3y819cY9r5gjXv7oun/41nAeq9sWR7Ydmspro/OwdLPhmKQ6bE4/Lg06vzsze+e1Vmt2ill+fO5GI0+ak2qVViyxGIKXksQbPcvrQmYAqX0ukmTenD6TVXc1Y+P1Svhn0o//e3NnnZp4c3bPAsQR7up0F3y7l7/mbiK9ekc4D7irWOoDvB09l9ifz8Xi86H0+4Re/eZJbH2mX43EvthvC9tW7g16PiLHyzm+v0vRGbS2e93t8yrKpqzW39XjrAXoO68bQ+z5g/e9bAmQYLBFmBk0aEBQkTEtKZ9GE5ezbfJD6V9fl6J7jLP5hZZ7y+i2RZjo8fhPzv/5D86GSHbPVxAdLh9Lkuv8BkHgqiVkfz2XTkm1UqhlH11c6cVW74IbsYUqHnWv38PkLE9i76SBRsRHc93xHHnr9vkKlz16wKZTfvvZjSANvjjDT5YWOuRq19GRbSB/8mSPn2Lf5EDqNYKHL7mLht0sDcr4Vr4LT5mRM/y8ZveJthnf7mH2bD6HX64iMjWDQxAF+418Y9m85RPLZ1CAZB0eGKmHq9XgZ/9yEgAfX798vA+DZsX0KdE1rlJX7X7ib+1+4u8Djzg+9RzzMLT3asW7uRjWF8oHr8iQ/2+7B1uzddCBoFaAoksYtG2gek3QmhZUz12puM1mMxFZWA6KDJj7LiIc+Ycvy7RiNBjweLw8P7qKZBRJdMSrA/TXo1rfzXLgldDpWTF+TJwMParrrpGEzGPn7myScTOKJpi+TkWrD4/Kwf+shtizfzoDP+tKh1015Ol+Y4uPg9iO8evu7/kSG1IR0po38lcRTyTz3Wd9iuWa5Drwe33sq5DZFUbj6ptwVFGPio7CGKKuuf3VdIitEoIRoQGFL1875Pnc8kYHth7Jn/X7cTjcOm5OEE0m81WlUjhkFHreHNXPWM//rJRzMQWjLnu7QfPCA+tCa8u6soJWJ0+byV4oWNZm9db97Ywo/jfylyLoX1bmsJt0GdaLL8x3zrC9+Z59bqFC5gj+LRwiByWri+c/7hqwSXT37b3/jmOwoiuSm7m0BVT/83d9e5ZaHb8DlE0ubNupXZn86L9dxNWnbWDMAqYXH5cGo0fw5Jw5tVxuw/fT+bNJTMgIeEE6biy9e/AF3HgTewhQvP74zE0fQb9PJou+XkZaUXizXLNdGvkqdSiG3uR1u3ur0ARkpOWd/6PV6+o7sgTmbQqU5wkSf9x6mTpOaVK1bOcioWiLNVAjhG5ZSkqJRkON1e5n/tXbGz7H/TvBw7ScZ9eg4vhj4AwNavc6Ih8bg9QbP/hq1qK8ZgzBHmGjfrQ1njmoHEAXqzKEoURSF9x75lDfuGsG0kb8yadgMHr/sBf6cpT0zLm4mDJ5KytmU8/dHQExcVI4tHT0uT8h+5Tc/1DYgBvDdG1NZPu0vPE7Vv25LtfP94Gks+0nb1ZNJp2fuwBxhDkghNZoNQemJJouRNp2ac2e/WzHlQ6enzuVqEHTDoq0BPRUyURSFY/+dzPP5yhNJZ1L4fcJyFv2wPNcU29LCnuEg4WQS6+Zv0vyu6Y16Th0sHm2ecm3kew9/KMf0N6ko/DTyV756ZRI/vDUtKKfb6/UybdSv/PDWdLweL9YoCxExVpredDkfLRtG45YNEUIwfN7rVKtf1b/dZDHS/dXOdH/9vqCHg9FsoFGL+pr54B63h0M7jga9DjDs/o9IPpOKLc2O0+bCaXexbt5GFn2/PGhfk8XEC1/1x2w1+Y2EJdJMrUY1uLPPzfyveX3NRBSj2UhcETcpXzdvI+vmbvAvPz2+4OIHvcZjD9Ewobg4dyKReV8tCXDVSEWq/vEfVoQ87rq7tbM8TFYjnQec79LjcXuY8/kijVWSkx/fnZXj2CpWqcDnG0apTaNjI6hcK55e73Tnpe+eJCY+CnOEGaPZyA33X8fL3z9D90GduKxVQyyR6usG38xebwz+yZqtJh4b2lW9ziXaufYel5cKlYpemri0Wfj9UnrUfYrxz33HZ899z8O1n2Tp1FWlPSw/DpuTUY+N4/5KvXm03tOairWgun+r1i2eJkPl2iff7oHWuJxuxj71jWYGgsvh5ucx8/D6qiZnjp7LU2N6cXf/2wAY98y3/PHjKv+P1uPyYI228tK3TwWUUF9StwoTdo9lz/p9pJxLo3HLBlSoFIOiKBzdc4Lfv1+GyWzE7ROPevKjnjzVfJDmmA/vDDbyJ/af4tSB00Hd2x0ZTuZ9tYS7+t0adMzND91AvSvrMO+rJSSdSua6u6+lffe2mMxGHh/+EP+u2InTfl5+2Rxhps/IR4q8icmczxdpqoDqDTq2LNtO63s0Y0FFyoF/D7P0xz85tPOoZjm50+Ziw6ItdH72Ts3jq11alYcH389P783G7XQjpRpY79jvloBsHFuaPaRfPeFEYq7jvKRuFd6c9mLQ67c83I5zxxOJqhgZIN714dKh7Fr3H3vW76dq3cpccX1jjv13grVzNrDgG7WbUO3LavL0mF5c3qYRAF1f7sS+TQcDPhODycBV7S7LV0ZMeeDUoTN8NuD7oNTej/t+ydU3XVHglOKiZGSPsaz/fXPIngmZVKoRX+RigJmUayMPcOsj7ahSqxKDO74XZGykIv2+SbW5s5cvXpjA9fe1REpYPHFl0M13OVzMGj2XAdmCIEIIGrcM7Mau0+l47rO+PDrkAQ7vPEbVOpX98q/WSAvpycGuooQTSZw7nhDgY85suqBFqM5AAPWuqM2AccGB1AZX12PM6neZMPgn9qzfR+Valegx5IEcXRYF4eD2I2xeui3k9pLoijXr47n8MGSaX2tFC51el2srxkcG30+rjs1YPnU1Xq9Cuwdb+7NVMomuGEV0XBRJp5KDjv/ftQUv7NEb9JrjE0LQpHUjmrRu5H+tyXWNaHJdI/q894hflC0rre9pzqNDuzJp6HR/G8XLrvsfgzUeLuWdP2eu1f7MBaz6eV3Ih3pJkXAyiX8W5m7gdXodtz6Wc9ZYYSj3Rh7gyhsu49rbm7Jx8Va/odcbdHg1AqZ6g54Ni7ZStU5lTBZj0AfgdXvZ/ffefF2/YtVYf0m3PcPByB5jNQ185vX3bjrIx32/ZNtfu4mOjaTL83cRGRMR9JAyWU3c/MgN+RpLJg2urseI+W8U6Ni8MuHNn0ILgUnyFPguDOeOJ/D94J9y/REZzQbufbpDrudrcHU9GlxdL+R2IQRPjn6Mj/t96XcJCQEmq5m+ox7N3+CLgFDVwl1fvpd7nryNQzuOEXdJbIF6DdvS7Jw+dIbKtSqVyXx2KSXH9p7UjD9IRdEU3Stpzh1LwGg25Pr9NFmMdHr6jhz3KQwXhJEXQjBkxkBWzVrHkkkr0Rl0KF7Jht83B2e/CFUo6JJ6VXBp3HydXkcdnxrevs0H2bJ8OzHx0VzfpRUR0blXrH3c70s2LNoScrvRYuL9Hp/iSHcgpSpM9cPQGTTvoD6kvB4Ft9ONJcpCjQaXFHnn9qIkp4fh81/2x2QxIaVk59r/+HflTmKrxNDugeuIrFA0RuOfhVvQG3S4NRKGdD5tFaPZyEvfPZXv3qOhuPmhG4iOi+bHd2Zy8uAZGl5Tj17vdg9ZZFVaWKOsXNaqYe47ZkNRFL597Ud+++x3DEYDbreHDj3b8+y4PmWmX3HSmRReueVtTh0MdnECCKErE9W0NRtVz5Mgn+JVWL9oS7H1sL0gjDyoWTLtu7WlfTc13W3Phv1sXbE9OF/aK2l5VzMioq20urMZ/yzcHOASMZmNPPjyPbzf41P++nU9Xo8Xo8nA+Oe/5/2FgwOWztnJSLWpHXNCzCLMEWYat2zApiX/BuS4O21O1i/czPj1I1nz2wbOHj1H0/aXc32XViUmhJaenMGsMfNYPXsdUbGR3PdcR9o9cF2O2jKVa1UiSUPh0Wg20Pre5ng9Xobd/yFblm3H5XBjNBsY+8y3RMdF4XV7adWxGb1HPJTn9Eit62iNT6fXcVe/W7n36Q7UblyjyI1Tiw5X06LD1UV6zrLCz2PmMefzxbgcbr+ve8nklUTHR9F7+MNB+yuKwprf1rNixhosEWbu6H1zscstjHp0LMf+O6E5izdHmOj6Sidq/q96sY4hL0TGRPDgy/fw8+h559MmBUHZNS6Hm/EDvqd9NzWmVtSU6+yanGjUvD4Pvd4Fk8WIOcKMNcqCOcLEkBkD/TPy16c8R4fH22PyZanUvqwGIxa8waHtx1jz23qcvkpWe7oDW6qdofd9qJnSmElGckbIqlZzhJkvNo4i8WSSZvDOaDaSkWLn4Te68PwX/WnfrW2eDbzD5iTlXKrmrCYv2NLsPHXtIGZ88BuHdxxjx197+Kj3eL597cccj3vkzfuDU0+tJm7v2R5rpIXFE1ewZel2HBlOX6GYC4/LQ9KpZFIT0lg2dRVPN3+1wPnBre9prlnIZjSp7pl6V9QuM7PP8sKs0XM1ayx+Hbcw6PulKApD7/uQUY+NY+X0NSz+YQWvdRjOlOE5ZxoVhoyUDLau3Klp4CMrRDDmz3f9mUZlgZ7DujFgfF/qNKlJhUrRAYH1AAQc/PdwsYzhgjXyoAbTJuz+lCdH92TAZ32ZduxrWt11vpem0Am6DerMjFPfMCd1Et/t+ISr2jVh4fdLNTNGnHYn/204EPJ68TXiNPtV6vQ62nZuQa1GNajTpJZmIZPb6c53ClVGqo3h3T+mS3wvutd8gp4NB7Bl+fZ8nQPUatik08kBvkNHhpNfxi4k8VRSyOPa3NuCp8b0JCo2EnOECZPFyK2PtuOZsb39581e+JEVr0dtsr7w26X5HjNAVGwkb04biDnChDXKgiXSjMlipPf7D5eIflAoUhPSmPvFIqaM+Jmd6/7TfPh63B7+27ifI7uPF/jhXBykJmo/cB3pjqD4y4ZFW9myfLv/tyKlxGlzMvW92Zw7XjxN7F1OT0idOpPFVObcZkIIbu/Znm+3j2HWme9D9n32ur1Ex0UVyxguGHdNKKrUrszdT9wW9PqsMfOYPGwGildBkZKO/W7liY8eQ2/Qh6xwFYgcOw7p9XqeGdeH0X2+8M+G9AY9lkgzPd/uBkC3QZ3469d/AmZLJquJVh2bUal6XL7e29BOo9i5bq/fPXTywGmG3DOS8RtGUbtxjZDHnTuRSPLpFGo1ro7ZambDoi2a7RONZgO7/9mXYyOLjv1u447HbybhRCLR8dEBypx5sV1Ou4vtf+2m6yudct9Zg+vuvpbpx79m3bxNuJ1uWtx5DfHVKuJxe3BkOImsEJHvNoWFYfOybbzVaRRSStxOD9NG/kKrjs14Y+oL/lXe2rkb+KDXZ3g9CopXoUrtSrzz26ulIkObnYbNLmXXuv+CXq+l4fb669e/gzSdAHR6PRuX/FssMgqxlWOoUrsyx/cGFnbpjXradCrdhit5ocvzHdm17r+ASaROr6N2k5pUr39JsVzzgp7Jh+KPH//khyHTsKXZcdicuOwuFny7lO/emArAbY/dqDkjd9icZKTacjz3Td3a8v7CwbS8qxm1L6vJHb1v5qstH/k/wDpNavLQ652JiY9GpxMYzQZuf+xGXps0IF/v4eie4+z+Z19wCqjTzexPtMvsM1IyeP2O4TzW4FleumkoD1Tty2/jF1K5ViXNxhCKIvNUPKU36KlSu3KQ9HKHXu2D3DnZMZj01GoU+oGUFyIrRHLLIzdwR++bia0cw5cvT6RzxZ48WLUPD9d+klU/ryvU+fOKx+3hnQdH48hw4rS5ULyK2ipv/ib+9GnjHNt7khEPjSE9KQN7mh2nzcmxPSd45ZZhOboCS4qnxvQKqMwVQvVzP6OheRRZIULzeyN0AmtU8chwCyEY9MMzWKIsfukHc4SZilUr0PPtsuOmycrJA6dZ8M0frJy5lmtuuYLur92HyWIkIsaKJdJM7ctq8s6v2nU1RcEFP5PXYuqInzWrFud+vojeIx7i1h7tWDlzLVuWbQsIoipehXfu/0hVmczSci47V95wmWYD6tSENJ5vO5iEk0m47C7MEWZiq8Tw2Nvd8i0FfOrQWQwmQ5BAm+JV2LJ8OxmptiD/3/DuY9i6Ygdul8evtf7Nq1N44qNHMZoNAbN5nV5H5RpxNGqhLeqVF+7ofTN//foP21btwpHhRAgR5JowmIx5Sm/MK5899z1LJq3wv5dzxxMZ1XMc0XFRxS7Hu2vdXs2VniPDyaIfltO+W1sWfLMkKONCSklGip2ty3fk+L0qCS5r1ZBxa0fw4/Cf2bf5IHWa1OSRNx/QVBzt0Osmfhu/KKiKUwhomcUtWtQ0ad2I73aMYf5XSzj23wmubNeE23u2z1P2W0kipeTrQZOZM/53hE6HTq9DpxOMXPQm9z7dgf827Ce2SgUuvapOsa42L0ojn3BS28/s8XhxZDiJio1k+NzX6FKpd1CmjNPu4pvXfuSLDR/k+7qfv/gDpw6e8f/I7ekOXA434579lrdmvJSvc9W7srZmCiioD4BH6jzFR8uG0eAaNe874WSS2sAgm7Kh0+bkz5lreXXiAMb0/xKPx4viUahzeS2GzX6lwF++cycSSUtIY9gvr7D7731sXbEDS6SZzcu2+wuoql1alZe/e8qfx3141zFmfTSHg9uP0rhVAx586d585Xjb0uws/mF5cD9Sm4vJ78wsdiOfF84eTdAMGiIlyWfKRi/aelfWYcj0gbnuV6dJLZ4d25vPBnyPwaS6coQQDJ/7GpZcVnCFpUqtSjw+/KFivUZh2bBoC/O+XBz0fXzz7pFMP/E1195WMg29L0oj3+Caevy7cmfQ6yaLkW2rdtHyzmtwOVya/kaAo7tPFOi6q39eFzSL83q8rPl1vWb1Yk5Uqh7HbT3asXTq6qBVidftJSPFxrvdPuaHPWMRQpByNlVtf+cIfjCcO57EDfdfR5tOLTi04yiRFSK4pG6VAr3HlHOpDO82hh1r9mAw6dHpdDwztjePvvUgAA++dC/2DAduhztA+Gvbql28fucI3E43ildh/5aDLJm0krFrRuQ5xz3pdLLPbxz8Hkuin2iofqiWSLPfP93ijmtYN29jUGDf4/H6G6eXJ+7scws33H8dm5dtx2Qxcs0tVxZLGmB5ZMG3f2gmcLhdbnas2VNiGv8XpU++/wePqn7HbDbVaXPyfo+xPNbwWVIT07FEac9GquagfpkTobMoCpZd8fyX/enz3kOavUsBEo4n+pXtajbSzhvWG/U0u011EegNeuo3rVtgAw8wtPMHbF+9C7fTjT3NQUaKjU+f+poda/b497FGWoK6O3369Nc4bU6/u8Pj9mJPs/PlS5PyfO3KNeM176QQokSyLgxGA0NnvYwl0ow5Qk3LtUSaadXxWto9qLb0a9+tDdUurRqgMGmJNHNX31sKVJlaFoiKjeSGLq1odVezi8rASynZumIHU9+bze/fL/PH+H77/HdeueXtgO98drLP7ouTi3Im36hFA8b8+Q4/DJnGv3/uxGlzIaXE61H8wbCPen/OQ6934ce3A/WfzREmer1bsGVi63tbsHr23wF58jq9jpZ3NSuQW0Sn03Hfcx2Z99USjuw6rr2T77Qms5H+Hz7GlwMnns/8MeqJjIngodc65/vaWhzfd5J9mw8GrVZcdhezPp7rF9HKjtPu1FwdSanO8POKyWKix5v3M/mdWUHZS5nZTTmRmpjG7r/3ER0XReOWDQr0mVx90xVMOfQFK2euJS0xnWa3XkmjFufPZbKY+HTNCOaM/50V09cQEW3h3qfv8D8EwpQP3C43g+96j11/78Vld2GymvjypYnEVqnAueOJmp3mMlG8CldcX3KrtovSyHvcHupdWZsR89+ge43+QUsqxauw7c+dfp/0T+/PxpZqJ7ZKBfqOfESzE1BeeOi1zvw9f6PfyBtMBipUiua58YXrCNPh8ZuZNHR6UBC2cu1KAbPyu/vfRrV6VZjx4RzOHU+g2S1X0e3VTgWuOM1O0qlkzWCwlGqXrVAYTAYMRgMub3AaZ2SFEMUjIej6SicqVo1l6nuzSTqdzP+a16ffqB5celWdHI+b/uFvTBo6HYPJgFQksVUqMHLRmwVKa4uJj+aeJ28Pud0aaaHboM50G9Q53+cOUzaY+8Vidq77zx/gz7QhGam2kAtzg9GAzqDj5e+eLvaYRcB1C3OwEOJD4B7ABewHHpdSJvu2vQ70AbzAc1LKRYUbasFJS0pn7heL+OvX9Zw9lkDy2RSEEDS75cqQ4kFej8LLNw1j1OIhPPjSPbgcLkwWU4EDkakJabx2x4igZVqzW64stJHtPOBO/lmwiT0b9vtnFQajniHTBwaN99rbmhZbwKfeVXU0JR2MZgPX3hY6a0Sv13NbzxtZMnFFwP0xR5i477n8KQlmFp/c3rN9no/ZvGwbk9+eGVDK77A5eeOu95iw+9MSzbMPUz5YNGG5Zm2JloE3W000bX85DZrVo0Ovm4otHz4UhfXJLwGukFJeBfwHvA4ghGgCdAcuB+4APhdClEp9ecq5VPo3fYkpw3/mvw37STqVjPRKFI/Cpj+24XK6Q/q0D20/wshHxyGEwGw1F+rHPu+rxWo/2Cwpdh6Xh5Uz14bs5JRXTGYjHy4dyvA5r3HDA9dhNBlIT8rg1dvfZc4Xi0qsojIyJoIeQwKlDgxGPVGxkXR5oWOOxz71cU+ad7gak8VIZIUIjGYjNz90PQ++fG9xD5tfxy0MWl5LRZJwMpH9Ww8V+/VLAq/Hy8kDp0Oqo4bJH/n5TekMOh55834ef/ehEjfwUEgjL6VcLKXMnLqtA2r6/t0JmCaldEopDwL7gKIVM88jM0fPIeVsqmagQ/EqIAQxcVGaBtzj9rJl+bYi6b3478qdmmMwmAzs23yw0OcXQpCamM66uRtI85WmJ59J4ZtXJvPbZwsLff688tDrXXhjyvNccX1jajaqzr3P3MFXWz7yN8MOhdlqZujPL6vNr3UCr8fLvi2H2LU2uPqyqElNSNN8Xa/TkZGcc/FbeWDZT6voWq0v/Zu+RNdqfXmn62js6fbSHla5Ri3006htyWZGhBDExEXTuACKoEVFUWbX9AYyrUkNIGsLpGO+14IQQvQXQmwQQmw4e7ZoGkBnZd3cjTlqSzsznHR84raQvl+h02mmQeWXmo2qa4pleT2K32/usDn5c9ZaFn63lJMH85/yN2Hw1KAlpMPmZPI7s0pUH6VNpxaM+fNdJuz6lKc+7uXX2s+N7wf/xM+fzCcjKQPFq7B34wFeu2MEezeF1gsqCq6/ryVmjX6qHo/C/1poa42UF7at2sXH/b4kNSEdR4YTt9PDurkbee+RsaU9tHLNvc/cQeMWDbBEWRBCYIk0ExkTQfdXO2O2moiMicAaZaFq3cqMXPRmSOHCkiBXn7wQ4g9Aa40xWEr5m2+fwYAHmJJ5mMb+mlZGSvk18DVA8+bNi9wSVagUk+N2S5SZhtdcSrsHr2PRhBVBCpFRsRHMHD2Hs0cTaHbrVarkQQGCJp0H3MXv3y8POL/BZKDeFbW49Ko67Fz3H2/cOQJFkUhFwetVuG/AnfTLRzOK04e1H5LpyRm4HC7M1pIL9uQXe4aDX8cuCArauuxOJr8zk3d+fbXYrn1X/9tY+N0yThw4rVYCCzBbTDw1pmeQVEN546eRvwQ9+N1ONxsXbyXhZFKZaJFXVvC4PaQnZxAdF4Ven7N32Wgy8uGyYWxZvp0df+0hrlpFbuzaWs1We70Lu9b9R1RspK/fcunGdHI18lLK4AajWRBC9ATuBm6R56eLx4CsFSw1gYJVEBWS+1+8m/827tecjRtMBuKrx9GqYzMatWzA2jkbyEix4XK40Rt06PR60hLTmTN+EV6Plw2LtvDzx3MZv35kvhtf1GxYjRHzXmd03885dzwRJDTvcDUvT3gar8fLkHtGkpES6Br45dMFrP7lHwwmAzd1b8v9L3TEGhW6dLt6g2oc2n4k6PWY+Oh8yyaUNGePJqAzBM92pIQDW4tHgjUTk8XIJfWqqKJXQnXTCJ3gf9eW71k8wOlDZzRfN5oNJF6ARt7ldLN2zgZOHjhN/avrcu1tV+U6i1YUhYlDpzP70wV43V4skWZ6j3iIu58InSEFqivmmpuv5Jqbrwx4PSLaWmLVrHmhsNk1dwCvAjdKKbNaqDnAVCHEx0B1oCHwT2GuVVDadGpBt0Gd+On9XzAYDTjtThRFYokwc2O3NvQb1QO9QU98tYp8u2MM875awtYVO6h+aVVWzFhDetL5QJUjw8mZownM/HgevfKQd52dpu0vZ+Lez0g+k4I5wuzX2tiyfLu/F21W3C4PJ/adAuCn92bz58y1jF8/EqNJu+Ck7/sP827XjwNmw+YI9Qtb2rOJ3KhUIw6vW1vhM7NTV3GxaMIKtizf4c/v93oVvBlOhnX5kB8Pfl7m711OXNWuCcf3ngpaoXrdXs0Cuf1bDzH/6yUkn02l9T3Nad+tTcjvW1nj9OGzPN92MLY0u5plZjFRo2E1Rq94O0ddm8lvz+TnMfP9wXe3082XL00iumIUN3ZtU1LDLzZEYXy1Qoh9gBnIFI9eJ6V80rdtMKqf3gO8IKXMNfrXvHlzuWHDhgKPJyfSktLZu+kgcZfEUjcPRuPQjqMMaP2GprRBtUurcGuPG3HanbTp1JImrf9XKEOw/vfNDO8+BltqzsEwS5SFF796gpsfuj7kPuvmbeTrQZM5se8UlWvG0fOd7tzao/iaBBclX7w4gfnfLA3IdDGajdzYtTW1G9fg5odvKJaq0AGt39BsZWiJNDN27Xulqk1fWE7sP8VT1w7yN24B9cHfY8j9dH/1voB9F01czrinv/U3RbdEmqnTpCYfr3ynzK8EAV6+eRjbVu0KyGAzmo3c+/TtPDm6l+YxXq+X++J6YU8L/p3XalyD73d+UjyDLWKEEBullM21thVqJi+lDClRKKUcAYwozPmLkuiKUTS75coc90k6nczM0XPZsGgL0XFReEIJgB08y9T3ZuP1epnz+SJufvh6XvjyiQIZepfTjcvhyrXZL6iNGzYv25ajkb/u7mu57u7S729ZEPp/9BhRFaOY/cl80pMziIix4nZ5+GPynxhNBn4c/jODfniWG/NZHbp1xQ6mffArZ4+co+lNV9D91c5Urnm+NiFUjwAhcu4fUNaZ88Uivn9jKh6XF6S6eq3ZuDrdX70v6B7aMxyMe+a7gFWgI8PJoR3HWDxxpWZPhrKEPcPB9r92B31ebqebpT+uCmnkHekOvyJrds4dTyzqYZYKF6V2jRZJp5Pp3/Rlfhm7gIPbjvDvyp14vYpmCFmVQPCCVH8Iy6au5t8/gwXPcmP7X7vpVq0fH/QaT6aQjpbAVSZGs5EqtQumm1Me0Ov1PPrWg/yS+ANvzXoZxav4f4BulweX3cWHj4/HnqEtHKfFoonLGXz3+2z4fQuHdx5jwddLeOLqlzlz5HyQ+rbHbtRMh7NGWah3Zfmcxa+a/TdfvzLJF2NyqQF9KWncsqHmQ3LXur3oNWIiTpuTlTPXlMSQC4eUIStNlRy8FRExESE7MpXXzz47YSPvY/oHv5GenBHgG5eKRKCmR0VEW9Eb9ZppkOoPYW2+ruewORnc8T3SkzOwpdoDZhPtHmxNVMXgL57eoOOOx2/O13XKKyumrdYMlusNOrYu3xHyOHu6nV8/W8ib97zPmP5fMv657wPcPx63F1uqjR/fPd+HtGP/W2ncsiEWX6MLk1VtJzhkxsBSTX0rDGrPhMCsGqfdxeIfluO0B99Xa5QFqWgbw/xKS5QG1igrjVrW9zc7ycRoMtC+W9uQxwkh6PfBo0EPeXOEiX4jHymWsZY0F6V2jRYbFm3RDH5aoyw8+XFPIqKtJJ5OZsKbP2FPy6YHLoS/S01eWb9ws2buuhCqyuVnf7/HsC4fcmL/aXQ6QUSMldd/fD7AzXAho8+hibnWjBPUzldPN3+NhJNJOG1OhE5oGi6vR2Hz0vO9cI0mIx/88Rabl25j68odxF1SkZsfuj5IKbM8cfZYiB6rQpCWmI65RmA6baMW9YmqGIk9WwzKEmnm3qeKrqlLcTLoh2d5vu2bOO2qTLg1ykLlWvE8/m73HI+77dEbiawQwaRhMzh96Cz1rqxNn/cfCSmoV94IG3kfcdUqcnjnsaDXPW4P197elCq1KpGRksF3r08J2sdkMeY7uGlLs4c0QLZUOzUaVOObfz/m5MHTuBxuajWqXm5nlQXhjsdvYu2c9Zqz+aYhmn/MGjOPs8cS/PGNUDNTgIrZ2hrqdLpcdX02LtnKtFG/cvZYAle3v5yHXu9SZuWBG7dqyD/zNwb12bVEmILeO6jv/70Fgxl02zs4M5xIJB63lwdfvrfUu1XllRoNqjH5wHj+nLmWUwfPUP/qurS+p7nm6js7Le+8BrfTw/bVu6hapzI1Gpa8/EBxETbyPh58+V52rv0vYGlvMOpp3KohVWqpfvDICpEM/ulFRnQf458lSim5+4nb2LZqF7vW7eX6Li2JuyT33ONmt16l+vyzYYk00zpL4+xq9aoWwbsrf1xzy5Xc1fcW5n39B0jpj1UMm/1KSM3yv375J08BbHOEme6vds7XeBZ+t5Txz0/wfz9OHTjNyhlr+XLzh6Vq6L1eL7PHzOeXsQvISLXR9MbL6f/ho/QZ8RBbl+/AaXP6V4zmCDP9Png0ZKFP3ctr8dORL9m6cidpielceUPjPH2XSwopJUsmrWT2p/PJSLHR+p5reXjw/QGSGdZIS74biNvT7Tzf9k1OHTyDPd2ByWJk0tsz+GDJWzRuWXpyBEVFoVIoi5riTKHMC7+MW8D3b0xFp9fhcXlo3KohQ2e9HLRsT01MY81vG3A7XJzYf4o5n6sCm0IIJPDSd09xc/fQGTCZTH53JtNH/YbL7kRKNUWyafvLeefXQRfVrD0nju45zsbF/xIRY6Vt5xY5FqG92G4I21fvDnpd6AQGox6j2YjXo9Dz7a48+FLehc/cLjcPVu0bVKym0+u4veeNvPTt03l/Q0XMmCe+YumUVf6HjxCqa++bbR+TnpzBD0OmsfuffVSpXYkeQx6g1V3NOHP0HNNG/sKW5TuoUrsS3QZ1CiroAXW1uWTSCnau20udy2pwZ59b8ixRURx8/sIEFnx7PsXWYNQTW6UC32z7mKjY/BUnZuW9Rz5h+bS/ggK31epXZeJ/48pFnUROKZRhI58Nh83Joe1HqFg1NtcZ2r4tB3nB5wPMisli5KejX+XJp7t99S5+/34ZjgwnN3ZrS5tOzXMtqQ6jzcqZa/mo9/gAF49Or+PSq+rw7tzXSDqVTM1G1fMtVXBk93GebflakL8a4JK6VZh8YHyhx54fpJQc2nGUlHOpDL7rvSDhO4NJT6dn7tBMGzxz5CxPXPMK9nSHv9esOcLEs+P6BAT1z51I5JkWr5GRYsNpc2KyGDGYDHy88h3qN62b4/icdidrfttA0qlkLr++sWYT8PyScDKJx+o/E/RezVYTjw3rStdXOhXovP/+uZOXbhoaUiL42x1jCtUpraQotjz5CxFLhDnPS7TlP/2l6R7QGfSsnbshT8vGK66/jCuuvyzf4wwTTLsHrmPP+r38Ou53jGa1+UdctVje/uUVKlWPo1L1uFzPIaVk/tdLmPXxPNIS02h60xV0ffneoG5XmcRXL1l3xu5/9vLOg6NJS0zH61U0azk8Li+71gUXdwFMfncW9jQ7Xs95V6HT5uLLgRO5tUc7DL6A93evTyHlbIp/v0yt/Y/6fJ5jE/uD24/wUvuheNwePC4POr2eZrdeydBZL+fJNx6KvRsPYDAZgpu0212smL6mwEZ+4lvTQ6deKpKUc6lYIs25qqiWZcJGvhAoXm9QYAsAKct1EY0WUqrxh7LsRhJC0P+Dx7j/xXvY/fdeKlatwGXX5a8a+auXJzH/qyX+lo+rZ//NpiX/0rR9E1X6IEsGljnCRPfX7gt1qiInIyWDV297F1tazpXROr2O2pfV1Ny2Zen2AAOfieJVOLH/NLUbq2Kx6+Zu1Nzv4L9HsKfbNTWUpJQM6/KhX+paxcOmP7ax4NulOXbLykjJ4OieE1SqGa/5MK5UIy7kb2r/1kOcOXKWKrXzHxs5sjtE20xAKgoD272FVCQNm9dn8E8v+ONz5Ymy+4stB7R7sE1AQ+ZMFK9SIlWnqYlpJJ5KKrSM8LG9J/njxz/Zsnw7ihL4Q7JnOBjzxJfcHfkId5i68+INQzioIYJWloivVpG2nVvSpHWjfBn41IQ05ny+KKCnr1QkTptaTKRk03+JiI6gafsmRTbu3Fg5Y23Q56OF0WzkgZfu0dwWVy1W83WP20uFSufdi0aLdnBbCELOyI/vPUnCiaSg1502Jwu//UPzGCklE4b8RNdq/Xj19nfp2eBZ3uo8Kqjgrf7VdYmtoj2b1ukEC79bprktN+o00X4YgnpPXA43bpeH3X/vZeCNb+H1aq/oyjJhI18ILmvVkHYPXqd2lhJq/rbJYuTpTx8v1gDV2WMJDGz/Ft2r96dHvWfofdkL7Fm/L9/n8Xq9jHxsHE9c/TJjn/6GtzqPomfDAf5OVU67kxeuf5PFvrZ8UpFs/2s3L1z/Jgkng3/M5Z0ju45h0jBuHreHzUu3oWRLycxIzWDul0tKangknU4Jiv9kotPr0Bt01GxUnRHzX6dOiJl8t1c7B3TuAlWRsnmHpgGy3Hf1uTnoXhiMelrceU1IHRuvx0uoZ6rWqgBg8cQVzB4zH5fDjS3VjsvhZsPirXz65NcB+wkhuG/AnUHFTqAa47MF7K7W651uQb0EdDodQh94HcWrkJqQxpZl2ylvhI18IZg1Zh4rZ6xFKorfr9e+Wxs69is+nQ+v18vAG99ix197cLs8uJ1ujv13gldueZvEU/kzvAu+Wcrq2X/jsruwpzuwpzk4c+Qc73b9mD//3955BkZRdWH4udtTCL2HEnqvUgwgSJWiIB2UjqioIB+9qIDSRIpSFJSmdCF0EaQ3CR0JhF5C6KEkkGT7fD82xGx2No1AYJ3nD+Tu7My9yezZO6e8Z9XftMnRk8snrzm0TxJgMVnZOGdrei7rpSBXwRyyMRYhhKybyhxrYU8qK52fhXJ1SskaWIOPnolbRhF0fyELQr+nYt2yhAZf4Odhi1n45XKuhf5b/xH4TjW6f93RUcXt54VWr6VKwwoM+62f0zk7j2pL+TfKoPd2VP96+RrwL5mPgb987HZ+BUrlxzera5aL3ktHAzd1JL9/t97pyQnAYrSwZ9VBl918taaV0cqkz3r5GqiSRmnfcrVLM3bdUALKF0SlVpEtTxZKvFYEyeb6dCzZJe5dd1Nk9hKj+OTTyL3w+ywYudQpEGSz2tn9+0He6fsWJau51W57Jk7sCCEyIsrFP2mz2tiyYCedhrdO8bnWz97i0tvUbrNz8fgVJnWdIduuEByiT+nRsvBlI1fBnFSqX44TO0Kc1q7VOz4mieV64cWW/OcvnhebxbUqO1ehnFR6s1y8a2rmZ/P4c8FOzLFmVGrB71M20Hvie7z7WTMA2g5oQYsPGxF+/iZanZa7YfcIP3+T4lWKxJ9Dp9cy8c9RXDp5lcsnr5G3SC7K1iqVpPtLpVIxavn/GP7WN9hsdsyx5nj9n1afviX7nkf3omTHhYDoyBinTKgCJfNTt/3r7F11MD6DSqPVgICVk9cRdvYGrfs3wy9byiuVo6NiyJTNl2+3fRkfXN2ycCdXT4djTPQlI9klSr6CncIUI59GDm48KnvDm41m9q4+mGIjb7PZ2DJ/J5vm/oXVYqPB+2/Q8pMmbrs43Q2LwC6zyzAbLY6mF6kgsYF/it1uR7K7/zDrDNp0SYt7GRm14n98/9Fc9qxy7NCz5s5Cv9kfMGfgIsLP33KKfxh89LT8RN54PQ9WTForG3+5FxaBxWxFp9dy5u9zbFm4M/5va7NK2Kxmfhm6mDfavh7fJMTgrSd40zGWjluNRqfBbrOT0z87E7eMcgpgFq1YONmUyYSUDSzJb5dnsX3JXiJu3KfCG2Wp1rSSU1rwzUu3CT14AZVGRdGKhTixI8TFFeab1ZdsMpW5g+b1pVK9cmz4cQt3wyKIuv+Y2MdGLp24yvXQG2xduJOfjk9O1tBLksS8EUtZ8/0mNDoNFpOVOm1qMHBeX+p1CGTp+CDuhkXEB9r13jqqNq5IQPlCKf5dvCwoRj6NaLRqWf+gSiXQpELHZnyn7wn+41j8h/LGVyvYu/og0/d+LRvgKvFaUeRyvrx8DZSrk7og4BttaxL0/SaXHrhavQZTtLzvFwE6g47myXTNSQ8kSXrhhShePgaG/daPz+d8iDHaSOYcfgghKFAyH4MbjOHxwycIIbCarbT6tCmvvyObmvxcOLr1pKxvWwjB9bM3KFqxMHtWHXRxf4DDZx+86RjNejcA4NDm4yyfuCY+NRLgxsXbjHp7InNPTnmmeWbO4Ufr/s1dxqMfxzDtgzkcWHcIm9XmtFl5WkEu4u6v/rM/kHWRqVQqGnerR502NWiXu7dTaqvZZOHRvSjWzthM16/aJznHDT9tZd2MzU7r37/mED5ZfOg3szczgyewZNxq9q46iM6gpXmfRrzbr1lafyUZiuKTTyOBLau57D7AIaz1Zkf3qncJuXjiCsF/HHXaUZtizVw7fZ3gTcdk31O0YmEq1y/vFCzS6DRkyZWZNzumrotNx2HvkrNADgw++vjzGHz0dBrWGi9f+YKh8nVKM+PgeLK6yXR4VowxJgY3HEMjdTsaq9vTzLszv09Z/1yulRQGb0du9NMvmXxF8/Db5Vl8s2E4g+b15ddLs+g14T2nL6G71yNYMXkdC75YxukD59K9ebq7nHyLxUrmnI6gqUankU9zFY6q36es+WGTiy7Q0zTKpNIK74XfZ2qfn3iv8Md8XHUwO5buTXadFrOFaX1+ok32nuxeeQCLyeryNCqEIHfhnAS2qs7kHaMJbFnNzdkcXDpx1ZHwkPhaRgvBf8h/dhLy+2TXWIAp1syWBTuxWqxkyurLR991Y8nVH1lw9gfa/u/tZ8rzz0iUnXwayZzDjyELPuHb7jNRqVUOOWu7nZ7jOlGoTMra1YXsOysrohX7xMiJXSFub/SvVg9i9bSNbJq7DbPJwustqpItX1aGNx1H1lyZebdfsxQVWPlm8WHOie/YuWwfx7efIm+R3DT7oCE5/LNxfPspzh2+GG8I9N568hbJxYWjl/mw0iBqNK9K3+ndyZE/fVUx+742lOsJjIzFaGHu4N/w8fOm2QdJtht+7qhUKiq8If+0tPv3v/m2+0wkmx2LxUrQ9E3UercGQxd9mm5PI+0GtSQ0+KKzvpJOQ/k6peNzyxt0ri3bEF2y2an59r9pvVH3H8teQ61R8eThE9nXHt55xMdVBvPkUQw2q427YRFM+3AO186E0+ObTm7nPePTeexYslc2pvEUu81O/mJ5Gb16sNtjEpI5p198xW5iUlL0Fulm/TarDVOMCU1mzzGNnrOSDKBu+0Aq1S/HgXWHsVps1GxRNVVSwNnyZHHsRhIFOHUGLTnyu79RNVoNHYa0osOQVsQ8jqXva0OJCL+PKdaMEBD8xzH6fNuFd/om7y82eOtp2qsBTXs1cBqfuGUU25fsZcfSfei9dVwJCeP6uZvxH6z9aw9x5u9zLDw/A4O3fPwgtVw5dY3r5+R3kT8PW5zhRt4dsU9imdxjJuZEXZX2rwnmUMda1GhWJV2uU71pZXqO78SCkcvi9ZXK1irFqOUD4o8JKF+IrmM6sOjL5QiVcHS3sksM/fUzJz91rVbVuRpy3SW4brdLBFQoxM7l+9mxbC86vZa3ejXgtcYVWT1tI9FRsU7G2hhtYtXUDbQd+DaZZHogxD6JZfviPW6D+AmJuJHyzJUCJfNTqGwBLp244uTC0nvraf25q6soMWVfL8GRrSddxnPmz46338uvn58aFCP/jGTO4ediIFNKzRZV0eq1GJ8YnSpnVWoVjbrUTdE5Ns75i3vh9+MNjCQ5ytTnDv6NRl3rylYmpgSNVkOT7m/SpPubnNgZwpctJzntnOw2O9GRMexavp+3ejo3MjHGmNi7+iB3rt6jxGtFqdq4Qor0eK6eCXdbYv7kUbT8Cy8Bx7eHyD7KG6NNbF+yN92MPEDrfs1p1rshYaHhZM2dRXZT0X7QO9TrEEjwpmNodRoCW1Zz0VFq+WlTtizcxf0bDxybA5VAZ9DyyfQefNNhKv/sPhP/FHdo83Ga92lIyL6zsj0X7DY7l05epVI9VwnoyIjHSXY7e4pGq6Zqo+Qlja+EhLFu5mbuhkXw+ttVkSSJsDPhqLVq7DY7H37XlYp1yyZ7nj6Tu3D6wDlMsWbsNrsjFuClo9/s3q+EIFlqUIz8C0SSJNbO2MyyCUE8uhdFgZL56fF1R1ZN3ejoJykcLoHK9csSvOkY9TrWSnaXfGDdYacd5FM0WjXnj1ymYr3kb/jkuHr6uuyjtjHaxMUTzqmU4edv8nntLzAbzRijTRh89PiXyMuUXWOS/cIpXMbf0W5RxtDL7RJfFpIyYu4anDwLBm89Jaomnd2Uq0COJGUEfPy8+fHot2yet53gTcfIni8rrT5tStSDJ04GHhx/5w0/bqWSjFIlOIqR1s/cQvk6pV2+zHPkz5asL1utUeGT2ZsOQ5OWiNgbFMykrj/E+fTt/LPnDFlzZWHqnrFYLTaKVCjk9Hk5d/gim+dtJzoyljfa1iSwVbX4+QWUL8TsI5NYOj6Ic4cvUaBkXjoNb/3cUp8zEsXIv0CWTQhi2fg18QGfsNBwfvrfIr7ZOByLycK4TtOxWqwcWHeEY9tO8euYlcwMnpCkpneWXH6y4zab3W3vytRSoGS+uA+q8yO3wUdP4bLOfTAnvP8DUfcfxwfjYp8YuXo6nCXjVtN7wvturyFJEjcv3cHgrZdtFNL7JW7FVrlBOdnYisFHT6Ou9V78hFKIdyYv2nzegjaft4gfm9V/vuzvX6gEAeULcshNUHPvmoN0Lvgxk7d/Fa9/A44nwl4TOjNn0G9OsQShEmTNnQWDt47qzarQYWir+PROOWxWG9P6/OTU0tAUY+b+rQccWHuI7l87xwSCvt/I/JHL4iu1D248QtlapRi3aXi8ofcvkY8hCz9N5rf06qNk17wgrBYryyeulY3oL/pqBUu+WU1MVGz8TWyMNvHg1iPmDlmc5Hnf/ayZS5m6SiXIVTBHujUirtygPDkLZHfKzlCpBAZvPfU7/6ubH/XgMZf/ueaSbWExWdi+eG+S15j+8VwmdvnBxcDoDFo+mtqdZr1fTn88gN5Lzxe/D0Tvrcfgo0er16Dz0tG0VwMq15fvYvU8uHX5DvNGLGVyj1nsXL4fq0zhVHJkyubr9Hd+ikqtIqBcEveTBA9vP2RUiwkuf/+3P2rCiCX9KfFaUbLmyUJgy2rMPTmFFTfmsujCTD75vmeywdKw0HBZV5HFZGXvmkNOY4/uRTJv+FJMMeb4L19jtInT+89yYO3hJK/jiSg7+RfEo3uuVapPCQsN58mjGJcPh81q4+/1Sd+UFeuVpee4jswbsQxNnF8yp392xv8xMt18iyqViml7vmbGp7+wLygYu12iSoPy9PvxA7wzpc3nn5BrZ66z/bc9Lhkhem8dY9cOfSXaz1VrUomlYT+yL+gQsY9jee2tSm71Y1LCg9sPmTdiKX+vP4LOoKNZn4Z0GtYKrU5eOOzgxqN803EqNosNq8XGnlV/s2rqBqbuHuO2sE6ORl3qsuLbdZAoc0UIQWCragSUL8iVU/ICdZLkyMC5dPIqxSoFOL0W2LJasmmR7pAkiWtnwt3q9vgmqjo+ueuMbEKDMdrE3qBg6rSpmaZ5vKooRv4FkSWnn1vfrc6gw26XT1tLSW5u6/4taNKjPucOX8Ivuy9FKxZO9+CRX/ZMjFw2IEnJYb9smShSoRAXjl52+sLS6rU0eL+O23Mf3x4im2ttijFzeMuJV8LIg2P9T4uNnoWnGVOP7kbFx0JWTlrLuUMXGbdxuMvxVouVSd1mOLkyjNEmrp2+zqa522QLk9yRt0huhiz8lO96zoq/X9UaNV+vH4aXj4F+s3oz7K1xbqulVWoVRpnmKmnFZrMxps13DoE4N+0yExcpGXz0sve/SiXw8Xv2TcmrhuKueUFotBpZBUCAh3cfyQYbtXotjbqmLMvGx8+bKg3KU6xSwHPNDnAn1vWU4Yv74Zc9E16+BoQQePkaKFyuAO+NbOP2Pb5ZfWS/zLR6TYq6a3kaf/26Kz4X/SmmWDMnd4Vw5dQ1l+MvHr+CXaYS1hRrZseyfam+ft12r/P7nXmMWvE/xqwZwspbP1M2sCTgEPSaGTyBEtWKyt5nsY+NDKo/hvcD+rL1112pvnZidi0/wPHtp2TjBBqdhhYfNaZue+ciwCoNy8tuqLRx6aD/NZSd/Auk8whHJemyiWuIvBuF3kePMdqIzeL8ARXCke8bUKEQ3b/umEGzTRv+JfKx+Ors+BTKktWKUrVxxSS/GGq1qsaMT39xGVepVTR0o17oyZw+cF52pyxUKi6euOqin6L30rnVmX+abXLtzHW2Ld6DMdpE7dY1qPBGmSQ3AwZvPdWaVJJ9rXDZAkzdNYbPa39B+PmbGKNNTo3tbVYbd67d44e+v2A2WmjRJ+2qrFt/3SVr4PVeOoYt/oza77q6XrQ6LeP/GMnIZuOw2RwKsVaLlZ4TOnus5lJSKEb+BSKEoHX/5vGPz2/7dXGTFy4Ys3YoleuXeyVzdg3eerd5/pIk8ehuJF6ZvOINkJevFxM2j+TLlpMwmyzxax6+uH+qiss8hYKl86MzaF0KiASQN8C132jhcgXJmjsLt6/ccaq3MPjoefvjJqybtZm5QxZjMTkyTTbP284bbV9n8IJP0nx/6b30fH9gHLtXHCB401GO7whxqaI1xZhY+MVymn/QMM3XUbtxcaq16iRb8pWuUZwVt37m+PYQYp8YqVy/3H/yqRCURt4ZSod8H/Dg9iOXca1ew4bHi1Pkj78WGs6yCWu4eOwyhcsVoNPw1kmqBl4LDWfFpLVcORVG8apFaD+4Jf7F8z7DKlLO3xuO8EPfn4mMcBiDuh0C6T/7g3hjb7PaCD14HqvFRpnAkuhktMP/Czy4/ZAeJfs7tfnTaNXkL5GPn/+ZImswr4WGM+jN0Zhjzdjtduw2O016vMn7X7bj/UIfY0mUmaLRqhm/eSSV3eS+p5Zmhk4u1wDH09jaR4tS3Dz97vUIHt6JpGDp/Hj5GNiz6m8m95jlspv3y56Jlbd+fmX1ZNIbpZH3S8rbfZuwfMIap6wBrV5L3Q6BKbp5zx2+yKD6ozEbLdhtdsLO3uDgxmOM/2OErMbK6QPnGNbk6/jjL/9zjZ3L9zNt91iKVQ5wvUA6cvbQBcZ1muYUHNyz8gCxUbGMDnLolag1aqWpOZAtT1a+2zma73rO5lpoOALBa00qMnDex253xIVK+7Ps+k8c3XqSR/eiKF+nNPmK5mHrr7uwyKRSWi02Vk1ZT5nXS6Qq+8Yd9iQ2iymRvXjyKJqx7aZwev9ZNDoNNqud7mM70GZACw5uPMqeVX9js9rRaDUIAWPWDFYMfApRdvIZiM1qY1LXGexfewitXovVbKV0zRKMXTckRXIEn9cexekD51zGA8oXlJWL/bDyIC6fdA3cla9Tmqm7x6ZtESlkdJvJHFh7yKXxuVav5bfLs5IshPkvEx0ZjVqrSbM+0OKvV7HoqxVuX1epHZruA+Z+RPEqRdJ0DavFSlO9vECZUAm2Wlcme44RTcdxfGdIokbpekYtH0DNFlW5ePwKx3eEkCmbL3VaV8cns2sHqv8yz30nL4QYBEwGckqSFBE3NhzoBdiAfpIkbUmPa3kSao2aEUs/5861e1wNCSNv0TxO1YLJce7wJdnxqyFh2Gw2pxJzm83GlX/k85tDD16IP0alUj2XOMDNC7ddDDw4XFMR4fczzMhbzBaObw/BGG2kYr2yTn1OMxpJkjh/9DLbftuD3W6nfuc6vNa4Yqr+PkUrFU7ydbvNzoVjVxj45lfMOz09TTEQtUaNbxYfWX2h7ClQhHxw+yEndp12KXYyxZhYOXkdNVtUpVjlgOf+tOmpPLORF0IUABoBYQnGygAdgbJAPmCbEKKEJEmvXqvzF0DuQjnJXShn8gcmwjerN4/uurZPM/gYXLJZVCoVem+dbKaCwUdHv8ARnD10Ea1eS+Nu9fjwu67ppi4JUCawJGFnb7ho4FjNVvxLvJiYQEJuXbnD799tYMuCHajUKlQqFRazld6T3qN1v5TnlT9PfhywkM3ztsf/zfYFBVOvQ60k+6wmJuq+fHu9xFhNVjb8uIWe4zqnep5CCNoPfocl44KcsoL03nq6fNk22fdHRjxGo1XL9tf1xIbxL5r0yJOfBgzBOU+kJbBckiSTJElXgItA9XS4lkICWn/e3CXvXu+l452+TVx2e0IIWnzY2KUzvc6gxRhjJvTgBSS7hDnWzNaFO/ninYksHb+a3uX/R99qQ/lz/g63aXopoeOwVui9dU7dtLQGLXkCcvFdr9nsDQp+pvOnhj8X7KB32QFs+HELZqMFY7SJmMexWEwW5o9Yyvmj8k9IL5Krp6/zx8/bXITCdi7fz7nDF1N0juM7TjHj03kpOtZitnI15Hqa5grQYWgr2g5sgcFHj95Lh3cmL7p81S5FCq3+JfLKdllTa9S81jhtDboV/uWZjLwQ4h3ghiRJiYWZ8wMJ75jwuDG5c/QRQhwRQhy5d+/es0znP0f7wS1p0qMeWr0Wbz8vdAYt9TrWis+tt9vt3Ll2L/4xuuf4TgS2qo7OoMUnszdag5Z8xfKQOI/TbLRwcmcIi79exbXT17lw9DKz+s9nUreZaZ5rnsK5mHVoIrXfrY5f9kz4ZvVBstsJC73BvqBDfNttBt90mJbu3ZQS8+heJDM++cV9k3Kjhc3ztj/XOaSEw3+ecOR4J8JsNHNo8/EUnWPp+CCnQHdS6AxaStUsnqo5JkSlUtF9TEeC7i9g4YUZrI6YT4fBLVPkWtLqtHw8rTt67wTdzrRqfDJ702l40sqUCsmTrLtGCLENyCPz0khgBCCnZyr3l5X99EqSNBeYC47Aa3LzUfgXtVrNZzN6031sR25eukOewjnjfcr71gTzQ9+fiXkci91m57UmlRg072NKVC1C6MHzGKON1OsQyPXzN7GGuHrRJAmn3q/GaBP7g4K5NiI8zZos/iXy8eXvgwg7e4O+VYdgNTs3nzj853H+2XMmRXrgaeXw5hOyippPsdsloiNjZV97kRh89Kg1KqyJbLRGq8GQwnTE21fuyo6r1CrUmn/dIyqVwOCjf6aipadoddoUdWZKzFs96pM3IDcrJq8j4vp9KjcsT/vBLZWAfDqQrJGXJElW/k8IUR4IAE7GfVv7A8eEENVx7NwT9sDzB24+82wVZMmU1ZeSr/0rK7xz+T4mdpnhpPVxZMsJepYZgDHaGL+727pwF3ofPRqd2sngukUITu8/90zCWwDH/vpHdsdujDZxePPx52rkk2tgYfDRvxQCVnXa1GDOoEUu40IlqNchZb18ywSW5G5YhIvmi1av4d1+zfhz3g6MsWaqNalIn8ldM7xYqGK9sunS/0DBmTS7ayRJOiVJUi5JkgpLklQYh2GvIknSbWA90FEIoRdCBADFgUNJnE4hnTiy9SQTu/zg8sG2mKxE3otyeny3mK1YTFZXyQGBvI9UrSJ73izPPEdvPy95rRqdBp/Mz7f1WvVmlWXdIOBwWZQJLElgS9lMtBdKlpyZGbX8fxh89Hj7eeHt54XeW8eQhZ+mOAOmyxdtHXGQBC4TvbeerqPb02v8e/x+Zx4bon6j7f/eZteKA/w5fwfRkS9vBy6FtPFciqEkSTothFgJnAGswCdKZs3zR5Ikpn80B7st5V4vU4wJn8zeWMzWeO1tlUq4pDsK4Xikr5oOgbBaraox4zPXgKBQq2jwnnu1yqfY7XYe3onEJ7N3qjOA1Bo1WXNn5s5V5/iPf/G89Bzf2al7UEYQdvYGIXtDyZzTj+rNKrPy9i8c33YKu91OlYYVUiXt7F8iHzODJ7Jg5DJC9oeSLW9WOg9vHS/odfH4FYY0GsvjBw4FVJVaxaz+8xm3Sb6Y7tG9SHatOMDjB0+oXL8cZWuVeiVlN/5rKMVQHkRkRBQd/T+Uba7gjqcNIqyJ9MO1Bi0Gbz0WkxXJbidv0dx8tXpwukkgnNgZwujWkx2CVjY75lgzem89RcoXpNvYjlRpIF9uv3vlAWb1n090ZAwAb3aqTb9ZvdEZdLLHJ2ZW//lsmvuXU7xBqARVGpRn4pYvnn1haUSSJKZ+8BM7lu5FqFSo1Cq0eg1Tdo6hcNkCyZ8gGWxWG3/9upstC3YCULt1DeaPWibbOtI3qw+/3/4FjfbfPeDxHaf4suUk7HYJs9GMwVtPlYYV+HLVwAz9UlRwkFQxlGLkPQhTrIl3s3V3MmAJ8cniTexjo5MrR6NVuxj4p+QvnpcuX7WjdI3i5CsqF3t/NswmC0HTNrJo9MpElY46Ri4bwOtvO9+z/+w5w4hm451ysXVeOmq1qs6IJf1TdM02OXu6CGmBo8/o+qjfUvxlkRCbzUbwxmMc+esk2XJnoXH3euQqkCNV59ixbB/T+vzkUseQt0guFl2YmaId86N7kfz1625uXb5DuVqlqNO2JlqdFkmS+KLlJE7uDIk/v1qrdmrMnhC9l45xf4ygYt2ySJJE1P0oepTsz+OHzq4cg4+ez3/6MEVPXwrPl6SMvKIn70HovfTUbl0TbSJhLyEEjbrVZe7JKZR5vYSjPV1c+uS7/Zs7pa4l5MaFW0zr8xN3rqVfauuje5E8fuhwD+j0WnYs2ydT6Wjmp4GuQcdlE4JcJHjNsWb2rQmWNdxyJJWLn5YNj9lkYdCbo5nY5Qc2zN7C0nGr6Vm6f4rTHJ+ycc5W2UK1h3ciuXo6+fz1c0cu0a3YZyz8YjkbftzK9I/m8mGlwURHRnN6/1knAw+4NfDg6A9sNlrYsmgnHfJ9QIe8fVwMPDgC5VsW7UzhChUyCkWgzMMYMKcPjx885p/dZ9DqtVhMFpp90JC+03sghGDanq+JjIjCYrKQPV82oiNj+GPuNkzI51ObYsz8+L+FzD3hqoWTGi6dvMrELjMIP+9IsipVrRjDFvcjLDRc9vibF29jt9udgsI3L92RPVajVXP/5gPZ7JB9a4L5dfRK7oZFUKRCIcrVLsWRP084Pb0IlaB0GoW6/py3gwvHLscHtC1mK5hhwvvfu7g8ksIcK5/SKVTCbU5/QiZ2+cFJtTL2iZHbV+6wZFwQPpm9Zd0y7rCarYxt+x02q83tU2H8/BSf/EuPYuQ9DIc2+yhuX73LnWv3KFTG30V3O6E+i28WH77bNZpxnaYRfu6W7DmfpRISHA2+B9b7Kt6PDnDm4HkGvPEFmXNl5sFN19J1v+y+Llk/ZQNLcvvyHex25x233SaRV8ad9OeCHcz8bH787v/U3lB0Xjqy5MpMdGQMsU+McRWaegbN65umtW1fske24MhutXP+6GXK1CyRovM0eK82V0PCXPqYarQaiiWjPxNx84Hs05bFZGXXigO8N7I1OoPOpYl8Usg9VSTG4KPnrR71U3xOhYxBcdd4KHkK56Ji3bJJNlZ4SrFKASwI/QHfrPLKfplz/LtDvn/rIZN7zqJNrp68V/hjlk0IwiojZZuQbb/tcXHJ2G12njyKplbLaq7SDN56Ogxt5XKeziPboE/Uv9Pgo+e9ka1dsmzsdju/DF0s697JE5CLgb98TMehreg98X26f92BgxuOcvkfV4XO5NB5ybu6JElKlR5+8z6NCKhQCC9fR6GTVqdB761j+OJ+yUrqarRqsMu7mrR6DXXbB8qmxAKUf6O0o+l1KlBr1Oi99dRsUZW67V9P1XsVXjyKkVeIp+PQVi7GUu+tp/2QloBD9rZv1SFsX7yHqIjH3A2LYMk3qxnfeXqS57158ZbLDhUcfuGCpf3p8mVbvDN5offSYfA10GFIS9oNfMfleP/ieZkZPJHAVtXInCMThcsVYMCcD+k0vLXLsU8eRRMdJV+5euVUGHXbB1KjeRXmDV/CnMG/Mm/EEvq9PoIpvWanyjff/IOGGHxc3Ty+WX2SVYBMiM6gY/rer/lkRk+KVy1C5px+VKxXNkV1A1lyZqZYlQBUiQy53ktHs94N8M3i47ZTV9iZcOq0qZHieRp89HQb24Epu8YwctmAJNs6KrwcKO4ahXjaDXqH6MgYgqZvcvTslKDN581pO+BtADbP20F0VAy2BE2jTbFmgv84zvVzNyhQUl4muUxgKbYs2o3xidFpXKVWUbJaMUrXKE6bAS2IjHiMX3ZftDr3O+CCpfIzevXgZNfi4+eNRqeRTSfNWSA7NquNL9/9lthEc9q18gA1WlSl9rspM3x12wdy9K9/2LFsH0I4pCbUWjVfrx+Wan/1k0fRLBi1nKj7j7EYLdy/+YCTu87Qb3ZvGnetl+R7Ryz9nAFvfEF0ZCw2qw0hBOXrlKb15w5FzdN/u/YdAEfguHjVohzccDRZF43eW89HU7vR/INnlz9QeHEoRl4hHpVKRc9xnXlvVBse3HpEtrxZnIKRpw+ck/U/qzUqLp246tbI125dg9/GrOT21XvxRlfnpaNU9eKUql4McPie01OnRK1R07p/M1ZP2+Qif9t1dAfO/H0em4yUgzHaxJYFO1Ns5IUQDPzlY9oNeod/dp8hc45M1GhRNU2tC1dOXs/D24/iU1wlyVGsNuuz+dTrUCvJc+YpnIvFl2dz+M8T3LseQYlqxZyaVrvLoLLb7NRoWpkjW04Q+vcFjNFGhEqgM2hp0u1NLp64wpWQMHL6Z6fr6A7Ubae4Z141FCOv4ILeS0/eIrldxguUzIdWp3Hp5SnZJXIXdm0w/RSdXsuMgxP4bezv7F55ALVGTdNe9Wk/pNVzzc7oNqYDCEHQ9E3YLFa8M3nRa8J71Gldg5O7TsvL6OFaGJYSCpbKn6qGL3JsW7zHRY4CwGKxEnYmPNmmGWqNmpotqsq+9vZHTbh88prTbl0IQa4COShY2p8Jf4xk35pD7Fn1N95+XjTr3ZDSNdKuSqnw8qAUQymkmLvXI+hddoCTi0OjVVOwjD8/HZv80qbTWS1WYh7H4pvFJ96HbDZZaJe7FzGJ/PYGHz0D5nxI/c4vvsCnqaGjW6G4xVdmp6mxzFPsdjtTP/iJncv3o1KJuCYyeqbsGu32CUzh1UGpeFVIN0KDLzCl12xuXLwNwGuNKzJoft+Xqm1eSjm0+Thj203BbrNjMVkw+OipVL88o4MGvfBSfUmSaKxu7/b1v+y/p8t1ws/fJGTfWbLmyULVRhVSnMev8HLz3Hu8Kvx3KF2jOL+ETCPqwWO0ei1eKdQ2z0hO7Axhw49biI6MoXbrGnj5ehGyL5Qc+bMxdfdYTu4KIer+E15rXJEKdctkyBOJEIK8RXNzS6bgK29RV9dZWvEvkQ//EvnS7XwKLz+KkVdIE37ZMlZ7PKUs+WYVyyetjfdFH9t2CoQjjqDVa1g2cS3fbBhGpTfLZfBM4cPJXZnw/vdOwW29l46+03pk4KwUXnWUJFcFj+XhnUcsHR/kFGyUJCleUtlismKKMTHhve9fWH/ZpKjVqjpfrBxI0UqF8fI1UKxyAF8FDXYbTFVQSAnKTl7BY/lnTygarSZZ7ZfYJ0aunb5OQPlCL2hm7qnRrAo1mlXJ6GkoeBDKTl7BY8nkRqYhMXa7HW0aJIYVFF4FFCOv4LFUrFfWrbbMU4SAXAVzkr9Y+uvlKyi8DChGXsFjUWvUfPvXF2TPnw2vTAa8MhlQqQUarRq9tw7vTF5kzpmZ0UGDX9ocfwWFZ0XxySt4NAHlC7H02o+EHrxA7BMjZQNLcOdaBKf3O3LFqzetrOSKK3g0yt2t4PGoVCrKBpaM/7lw2QLp0jdVQeFVQHHXKCgoKHgwipFXUFBQ8GAUI6+goKDgwShGXkFBQcGDUYy8goKCggfzUkkNCyHuAanvppyx5AAiMnoSLxhlzf8NlDW/OhSSJEm24cBLZeRfRYQQR9zpOHsqypr/Gyhr9gwUd42CgoKCB6MYeQUFBQUPRjHyz87cjJ5ABqCs+b+BsmYPQPHJKygoKHgwyk5eQUFBwYNRjLyCgoKCB6MY+WdACDFICCEJIXIkGBsuhLgohDgnhGiSkfNLT4QQk4UQZ4UQ/wgh1gghsiR4zSPXDCCEeCtuXReFEMMyej7PAyFEASHETiFEqBDitBCif9x4NiHEX0KIC3H/Zs3ouaY3Qgi1EOK4EGJj3M8et2bFyKcRIUQBoBEQlmCsDNARKAu8BcwWQqgzZobpzl9AOUmSKgDngeHg2WuOW8csoClQBugUt15PwwoMlCSpNFAT+CRuncOA7ZIkFQe2x/3safQHQhP87HFrVox82pkGDAESRq5bAsslSTJJknQFuAhUz4jJpTeSJG2VJMka9+NBwD/u/x67ZhzruChJ0mVJkszAchzr9SgkSbolSdKxuP8/xmH08uNY66K4wxYBrTJkgs8JIYQ/0Bz4JcGwx61ZMfJpQAjxDnBDkqSTiV7KD1xP8HN43Jin0RPYHPd/T16zJ69NFiFEYaAyEAzkliTpFji+CIBcGTi158F0HBs1e4Ixj1uz0hnKDUKIbYBcd+eRwAigsdzbZMZemRzVpNYsSdK6uGNG4ni8X/L0bTLHvzJrTgZPXpsLQghfYDXwuSRJUZ7c91YI0QK4K0nSUSFEvQyeznNFMfJukCSpody4EKI8EACcjPsQ+APHhBDVcez0EvaV8wduPuepphvu1vwUIUQ3oAXQQPq3wOKVXnMyePLanBBCaHEY+CWSJAXFDd8RQuSVJOmWECIvcDfjZpju1ALeEUI0AwyAnxBiMR64ZsVdk0okSTolSVIuSZIKS5JUGIchqCJJ0m1gPdBRCKEXQgQAxYFDGTjddEMI8RYwFHhHkqSYBC957JqBw0BxIUSAEEKHI8C8PoPnlO4Ix25lHhAqSdLUBC+tB7rF/b8bsO5Fz+15IUnScEmS/OM+wx2BHZIkvY8HrlnZyacjkiSdFkKsBM7gcGl8IkmSLYOnlV7MBPTAX3FPMAclSfrIk9csSZJVCPEpsAVQA/MlSTqdwdN6HtQCugCnhBAn4sZGABOBlUKIXjiyyNplzPReKB63ZkXWQEFBQcGDUdw1CgoKCh6MYuQVFBQUPBjFyCsoKCh4MIqRV1BQUPBgFCOvoKCg4MEoRl5BQUHBg1GMvIKCgoIH8396iXdFnZqtHwAAAABJRU5ErkJggg==\n",
  242. "text/plain": [
  243. "<Figure size 432x288 with 1 Axes>"
  244. ]
  245. },
  246. "metadata": {
  247. "needs_background": "light"
  248. },
  249. "output_type": "display_data"
  250. },
  251. {
  252. "name": "stdout",
  253. "output_type": "stream",
  254. "text": [
  255. "Temps : 0.002\n"
  256. ]
  257. },
  258. {
  259. "data": {
  260. "image/png": 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\n",
  261. "text/plain": [
  262. "<Figure size 432x288 with 1 Axes>"
  263. ]
  264. },
  265. "metadata": {
  266. "needs_background": "light"
  267. },
  268. "output_type": "display_data"
  269. },
  270. {
  271. "name": "stdout",
  272. "output_type": "stream",
  273. "text": [
  274. "Temps : 0.004\n"
  275. ]
  276. },
  277. {
  278. "data": {
  279. "image/png": 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\n",
  280. "text/plain": [
  281. "<Figure size 432x288 with 1 Axes>"
  282. ]
  283. },
  284. "metadata": {
  285. "needs_background": "light"
  286. },
  287. "output_type": "display_data"
  288. },
  289. {
  290. "name": "stdout",
  291. "output_type": "stream",
  292. "text": [
  293. "Temps : 2.583\n"
  294. ]
  295. },
  296. {
  297. "data": {
  298. "image/png": 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\n",
  299. "text/plain": [
  300. "<Figure size 432x288 with 1 Axes>"
  301. ]
  302. },
  303. "metadata": {
  304. "needs_background": "light"
  305. },
  306. "output_type": "display_data"
  307. },
  308. {
  309. "name": "stdout",
  310. "output_type": "stream",
  311. "text": [
  312. "Temps : 0.002\n"
  313. ]
  314. },
  315. {
  316. "data": {
  317. "image/png": 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\n",
  318. "text/plain": [
  319. "<Figure size 432x288 with 1 Axes>"
  320. ]
  321. },
  322. "metadata": {
  323. "needs_background": "light"
  324. },
  325. "output_type": "display_data"
  326. },
  327. {
  328. "name": "stdout",
  329. "output_type": "stream",
  330. "text": [
  331. "Temps : 0.001\n"
  332. ]
  333. },
  334. {
  335. "data": {
  336. "image/png": 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\n",
  337. "text/plain": [
  338. "<Figure size 432x288 with 1 Axes>"
  339. ]
  340. },
  341. "metadata": {
  342. "needs_background": "light"
  343. },
  344. "output_type": "display_data"
  345. }
  346. ],
  347. "source": [
  348. "l=os.listdir('./dataset/')\n",
  349. "li=[i for i in l if 'data' in i]\n",
  350. "lis=[x.split('.')[0] for x in l]\n",
  351. "print(lis)\n",
  352. "nb_clusters = [2,5,4,4,3,5]\n",
  353. "modes = ['complete','ward','ward','ward','single','single']\n",
  354. "n = 0\n",
  355. "for i in lis:\n",
  356. " try:\n",
  357. " clusteringOnFolderAgglo(i,nb_clusters[n],modes[n])\n",
  358. " n += 1\n",
  359. " except Exception:\n",
  360. " pass"
  361. ]
  362. },
  363. {
  364. "cell_type": "code",
  365. "execution_count": 18,
  366. "id": "6f1ecaf0",
  367. "metadata": {},
  368. "outputs": [],
  369. "source": [
  370. "from sklearn.cluster import AgglomerativeClustering\n",
  371. "from sklearn import metrics\n",
  372. "from sklearn.metrics import pairwise_distances\n",
  373. "from sklearn import datasets\n",
  374. "from sklearn.cluster import KMeans\n",
  375. "import time\n",
  376. "import os\n",
  377. "import csv\n",
  378. "import pandas as pd\n",
  379. "\n",
  380. "### 2 Clustering aggloméré (metrics)\n",
  381. "\n",
  382. "def clusteringOnFolderKmeans(name,n):\n",
  383. " \n",
  384. " ### Charge le jeu de donnée\n",
  385. "# rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
  386. "# data = rawdata.drop(columns=['C'])\n",
  387. "# print(data)\n",
  388. " csvfile = open('dataset/' + name + '.data','r')\n",
  389. " data = []\n",
  390. " try:\n",
  391. " data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
  392. " except Exception:\n",
  393. " data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
  394. " \n",
  395. " ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  396. " liste = []\n",
  397. " for i in range(0, len(data)-1):\n",
  398. " liste += [[data[i][0],data[i][1]]]\n",
  399. " ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  400. " npliste = np.array([x for x in liste])\n",
  401. "\n",
  402. " ### Calcule le temps d'exécution\n",
  403. " t1 = time.time()\n",
  404. " ### Appel de la méthode de clusterization\n",
  405. " pred = KMeans(n_clusters=n, random_state=0).fit_predict(npliste)\n",
  406. " t2 = time.time()\n",
  407. " temps = round(t2-t1,3)\n",
  408. " print(\"Temps : \",temps)\n",
  409. "\n",
  410. " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
  411. " ### Appel de la méthode de clusterization\n",
  412. " ### Affiche la clusterisations\n",
  413. " #plt.figure(figsize=(10, 10))\n",
  414. " plt.figure()\n",
  415. " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  416. " cluster_name = \"KMeans \" + str(n) + \" Clusters in \" + name\n",
  417. " plt.title(cluster_name)\n",
  418. " plt.show()"
  419. ]
  420. },
  421. {
  422. "cell_type": "code",
  423. "execution_count": 19,
  424. "id": "124f3f72",
  425. "metadata": {},
  426. "outputs": [
  427. {
  428. "name": "stdout",
  429. "output_type": "stream",
  430. "text": [
  431. "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
  432. "Temps : 0.029\n"
  433. ]
  434. },
  435. {
  436. "data": {
  437. "image/png": 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\n",
  438. "text/plain": [
  439. "<Figure size 432x288 with 1 Axes>"
  440. ]
  441. },
  442. "metadata": {
  443. "needs_background": "light"
  444. },
  445. "output_type": "display_data"
  446. },
  447. {
  448. "name": "stdout",
  449. "output_type": "stream",
  450. "text": [
  451. "Temps : 0.02\n"
  452. ]
  453. },
  454. {
  455. "data": {
  456. "image/png": 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\n",
  457. "text/plain": [
  458. "<Figure size 432x288 with 1 Axes>"
  459. ]
  460. },
  461. "metadata": {
  462. "needs_background": "light"
  463. },
  464. "output_type": "display_data"
  465. },
  466. {
  467. "name": "stdout",
  468. "output_type": "stream",
  469. "text": [
  470. "Temps : 0.04\n"
  471. ]
  472. },
  473. {
  474. "data": {
  475. "image/png": 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\n",
  476. "text/plain": [
  477. "<Figure size 432x288 with 1 Axes>"
  478. ]
  479. },
  480. "metadata": {
  481. "needs_background": "light"
  482. },
  483. "output_type": "display_data"
  484. },
  485. {
  486. "name": "stdout",
  487. "output_type": "stream",
  488. "text": [
  489. "Temps : 0.06\n"
  490. ]
  491. },
  492. {
  493. "data": {
  494. "image/png": 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\n",
  495. "text/plain": [
  496. "<Figure size 432x288 with 1 Axes>"
  497. ]
  498. },
  499. "metadata": {
  500. "needs_background": "light"
  501. },
  502. "output_type": "display_data"
  503. },
  504. {
  505. "name": "stdout",
  506. "output_type": "stream",
  507. "text": [
  508. "Temps : 0.027\n"
  509. ]
  510. },
  511. {
  512. "data": {
  513. "image/png": 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\n",
  514. "text/plain": [
  515. "<Figure size 432x288 with 1 Axes>"
  516. ]
  517. },
  518. "metadata": {
  519. "needs_background": "light"
  520. },
  521. "output_type": "display_data"
  522. },
  523. {
  524. "name": "stdout",
  525. "output_type": "stream",
  526. "text": [
  527. "Temps : 0.031\n"
  528. ]
  529. },
  530. {
  531. "data": {
  532. "image/png": 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\n",
  533. "text/plain": [
  534. "<Figure size 432x288 with 1 Axes>"
  535. ]
  536. },
  537. "metadata": {
  538. "needs_background": "light"
  539. },
  540. "output_type": "display_data"
  541. }
  542. ],
  543. "source": [
  544. "l=os.listdir('./dataset/')\n",
  545. "li=[i for i in l if 'data' in i]\n",
  546. "lis=[x.split('.')[0] for x in l]\n",
  547. "print(lis)\n",
  548. "nb_clusters = [2,5,4,4,3,5]\n",
  549. "n = 0\n",
  550. "for i in lis:\n",
  551. " clusteringOnFolderKmeans(i,nb_clusters[n])\n",
  552. " n += 1"
  553. ]
  554. },
  555. {
  556. "cell_type": "code",
  557. "execution_count": 24,
  558. "id": "d8f1c382",
  559. "metadata": {},
  560. "outputs": [],
  561. "source": [
  562. "from sklearn import metrics\n",
  563. "from sklearn.metrics import pairwise_distances\n",
  564. "from sklearn import datasets\n",
  565. "from sklearn.cluster import DBSCAN\n",
  566. "from sklearn.neighbors import NearestNeighbors\n",
  567. "import time\n",
  568. "import os\n",
  569. "import csv\n",
  570. "import pandas as pd\n",
  571. "\n",
  572. "### 2 Clustering aggloméré (metrics)\n",
  573. "\n",
  574. "def clusteringOnFolderDBSCAN(name,ms):\n",
  575. " \n",
  576. " ### Charge le jeu de donnée\n",
  577. "# rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
  578. "# data = rawdata.drop(columns=['C'])\n",
  579. "# print(data)\n",
  580. " csvfile = open('dataset/' + name + '.data','r')\n",
  581. " data = []\n",
  582. " try:\n",
  583. " data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
  584. " except Exception:\n",
  585. " data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
  586. " \n",
  587. " ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  588. " liste = []\n",
  589. " for i in range(0, len(data)-1):\n",
  590. " liste += [[data[i][0],data[i][1]]]\n",
  591. " ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  592. " npliste = np.array([x for x in liste])\n",
  593. "\n",
  594. " nbrs = NearestNeighbors(n_neighbors=3, algorithm='ball_tree').fit(npliste)\n",
  595. " distances, indices = nbrs.kneighbors(npliste)\n",
  596. "\n",
  597. " # Garde uniquement la colonne correspondant aux distances\n",
  598. " liste2 = []\n",
  599. " for i in range(0, len(distances)-1):\n",
  600. " liste2 += [distances[i][1]]\n",
  601. " # Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  602. " npliste2 = np.array([x for x in liste2])\n",
  603. " #print(npliste2)\n",
  604. "\n",
  605. " epsilon = 0.98*max(npliste2)\n",
  606. " \n",
  607. " ### Calcule le temps d'exécution\n",
  608. " t1 = time.time()\n",
  609. " ### Appel de la méthode de clusterization\n",
  610. " pred = DBSCAN(eps=epsilon, min_samples=ms).fit_predict(npliste)\n",
  611. " t2 = time.time()\n",
  612. " temps = round(t2-t1,3)\n",
  613. " print(\"Temps : \",temps)\n",
  614. "\n",
  615. " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
  616. " ### Appel de la méthode de clusterization\n",
  617. " ### Affiche la clusterisations\n",
  618. " #plt.figure(figsize=(10, 10))\n",
  619. " plt.figure()\n",
  620. " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  621. " cluster_name = \"DBSCAN min_samples=\" + str(ms) + \" Clusters in \" + name\n",
  622. " plt.title(cluster_name)\n",
  623. " plt.show()"
  624. ]
  625. },
  626. {
  627. "cell_type": "code",
  628. "execution_count": 25,
  629. "id": "b95ac57f",
  630. "metadata": {},
  631. "outputs": [
  632. {
  633. "name": "stdout",
  634. "output_type": "stream",
  635. "text": [
  636. "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
  637. "Temps : 0.009\n"
  638. ]
  639. },
  640. {
  641. "data": {
  642. 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\n",
  643. "text/plain": [
  644. "<Figure size 432x288 with 1 Axes>"
  645. ]
  646. },
  647. "metadata": {
  648. "needs_background": "light"
  649. },
  650. "output_type": "display_data"
  651. },
  652. {
  653. "name": "stdout",
  654. "output_type": "stream",
  655. "text": [
  656. "Temps : 0.002\n"
  657. ]
  658. },
  659. {
  660. "data": {
  661. "image/png": 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\n",
  662. "text/plain": [
  663. "<Figure size 432x288 with 1 Axes>"
  664. ]
  665. },
  666. "metadata": {
  667. "needs_background": "light"
  668. },
  669. "output_type": "display_data"
  670. },
  671. {
  672. "name": "stdout",
  673. "output_type": "stream",
  674. "text": [
  675. "Temps : 0.002\n"
  676. ]
  677. },
  678. {
  679. "data": {
  680. "image/png": 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\n",
  681. "text/plain": [
  682. "<Figure size 432x288 with 1 Axes>"
  683. ]
  684. },
  685. "metadata": {
  686. "needs_background": "light"
  687. },
  688. "output_type": "display_data"
  689. },
  690. {
  691. "name": "stdout",
  692. "output_type": "stream",
  693. "text": [
  694. "Temps : 0.079\n"
  695. ]
  696. },
  697. {
  698. "data": {
  699. "image/png": 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\n",
  700. "text/plain": [
  701. "<Figure size 432x288 with 1 Axes>"
  702. ]
  703. },
  704. "metadata": {
  705. "needs_background": "light"
  706. },
  707. "output_type": "display_data"
  708. },
  709. {
  710. "name": "stdout",
  711. "output_type": "stream",
  712. "text": [
  713. "Temps : 0.001\n"
  714. ]
  715. },
  716. {
  717. "data": {
  718. "image/png": 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\n",
  719. "text/plain": [
  720. "<Figure size 432x288 with 1 Axes>"
  721. ]
  722. },
  723. "metadata": {
  724. "needs_background": "light"
  725. },
  726. "output_type": "display_data"
  727. },
  728. {
  729. "name": "stdout",
  730. "output_type": "stream",
  731. "text": [
  732. "Temps : 0.002\n"
  733. ]
  734. },
  735. {
  736. "data": {
  737. "image/png": 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\n",
  738. "text/plain": [
  739. "<Figure size 432x288 with 1 Axes>"
  740. ]
  741. },
  742. "metadata": {
  743. "needs_background": "light"
  744. },
  745. "output_type": "display_data"
  746. }
  747. ],
  748. "source": [
  749. "l=os.listdir('./dataset/')\n",
  750. "li=[i for i in l if 'data' in i]\n",
  751. "lis=[x.split('.')[0] for x in l]\n",
  752. "print(lis)\n",
  753. "min_samples = [100,2,10,1,10,5]\n",
  754. "n = 0\n",
  755. "for i in lis:\n",
  756. " clusteringOnFolderDBSCAN(i,min_samples[n])\n",
  757. " n += 1"
  758. ]
  759. },
  760. {
  761. "cell_type": "code",
  762. "execution_count": 26,
  763. "id": "6303619e",
  764. "metadata": {},
  765. "outputs": [],
  766. "source": [
  767. "from sklearn import metrics\n",
  768. "from sklearn.metrics import pairwise_distances\n",
  769. "from sklearn import datasets\n",
  770. "from sklearn.cluster import DBSCAN\n",
  771. "from sklearn.neighbors import NearestNeighbors\n",
  772. "import time\n",
  773. "import os\n",
  774. "import csv\n",
  775. "import pandas as pd\n",
  776. "\n",
  777. "### 2 Clustering aggloméré (metrics)\n",
  778. "\n",
  779. "def clusteringOnFolderHDBSCAN(name,ms):\n",
  780. " \n",
  781. " ### Charge le jeu de donnée\n",
  782. "# rawdata = pd.read_csv(file_path, sep=\"\\t\")\n",
  783. "# data = rawdata.drop(columns=['C'])\n",
  784. "# print(data)\n",
  785. " csvfile = open('dataset/' + name + '.data','r')\n",
  786. " data = []\n",
  787. " try:\n",
  788. " data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = '\\t')]\n",
  789. " except Exception:\n",
  790. " data += [list(map(float, point)) for point in csv.reader(csvfile, delimiter = ' ')]\n",
  791. " \n",
  792. " ### Garde uniquement les 2 premières colonnes du jeu de donnée\n",
  793. " liste = []\n",
  794. " for i in range(0, len(data)-1):\n",
  795. " liste += [[data[i][0],data[i][1]]]\n",
  796. " ### Transforme la liste de donnée en une liste de liste utilisable par numpy\n",
  797. " npliste = np.array([x for x in liste])\n",
  798. " \n",
  799. " ### Calcule le temps d'exécution\n",
  800. " t1 = time.time()\n",
  801. " ### Appel de la méthode de clusterization\n",
  802. " pred = hdbscan.HDBSCAN(min_samples=ms).fit_predict(npliste)\n",
  803. " t2 = time.time()\n",
  804. " temps = round(t2-t1,3)\n",
  805. " print(\"Temps : \",temps)\n",
  806. "\n",
  807. " ### Calcule les clusters pour le nombre maximisant le Silhouette-Score\n",
  808. " ### Appel de la méthode de clusterization\n",
  809. " ### Affiche la clusterisations\n",
  810. " #plt.figure(figsize=(10, 10))\n",
  811. " plt.figure()\n",
  812. " plt.scatter(npliste[:, 0], npliste[:, 1], c=pred)\n",
  813. " cluster_name = \"HDBSCAN min_samples=\" + str(ms) + \" Clusters in \" + name\n",
  814. " plt.title(cluster_name)\n",
  815. " plt.show()"
  816. ]
  817. },
  818. {
  819. "cell_type": "code",
  820. "execution_count": 27,
  821. "id": "6aff1e86",
  822. "metadata": {},
  823. "outputs": [
  824. {
  825. "name": "stdout",
  826. "output_type": "stream",
  827. "text": [
  828. "['a', 'h', 't', 'tr', 'zgn', 'zgo']\n",
  829. "Temps : 0.029\n"
  830. ]
  831. },
  832. {
  833. "data": {
  834. "image/png": 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\n",
  835. "text/plain": [
  836. "<Figure size 432x288 with 1 Axes>"
  837. ]
  838. },
  839. "metadata": {
  840. "needs_background": "light"
  841. },
  842. "output_type": "display_data"
  843. },
  844. {
  845. "name": "stdout",
  846. "output_type": "stream",
  847. "text": [
  848. "Temps : 0.005\n"
  849. ]
  850. },
  851. {
  852. "data": {
  853. "image/png": 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\n",
  854. "text/plain": [
  855. "<Figure size 432x288 with 1 Axes>"
  856. ]
  857. },
  858. "metadata": {
  859. "needs_background": "light"
  860. },
  861. "output_type": "display_data"
  862. },
  863. {
  864. "name": "stdout",
  865. "output_type": "stream",
  866. "text": [
  867. "Temps : 0.01\n"
  868. ]
  869. },
  870. {
  871. "data": {
  872. 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P4NdDY+7KGHcs28tnnUZhSXSfSeiNOqZdmEhQWOBd6deHj/8aGQl8n0nnIaB4pSK07d+CBk/XQafXUbR8BJUbVUBvdLfx6ww62g98kmWTV3u8DKSEq2evE3nu7gS7rZ+52UPYg+rbv3P5vrvSpw8fPtzxCfyHlE/mvMsTvZuiN+kRiqBS/XJ8u/4z8hXJ65ES4RYC1Ux0N9AZdQgv0bkCgU6fu5U2427Gc+V05F27Fh8+HlT+1TVtfeQco5+B1yf04bXxLyGlRFFuv9ub93ycv76YjS2Nlh8WkYcCxfPdlfG0fKExy39fizUp7cxCUrtV7rh2xkXFM7zHd+xdfQBFo8Ev0MgbE/tT/6naudK+Dx8POj4N/y4See46Y17+iT6V3+Sjp4ZzaPOxez4GIUSKsD+24yR/fDYLIQRFy0dgCjACYPQ34B/kx/+mv4kaR5c1pJRcOHaJMwfOZapNl69Thq4fPIPOqMPgZ8AUYMTob2Do7HdyLVjr4/Yj2LNyP3arA2uSlejIWIZ1G8PJvWdypX0fPh50fIu2d4lLJ6/wau33sSRacTqcgJprZvBvA3msU717OhYpJd/2m8jqaRuxWWxodRqEovDMoNZodVryRuSh8bP18Q/2z3Kb5w5fYGiHr7lxKQpFERj9jQyZ9gZVG1fK8LxrF26wc+lejP4GHm1XC79AU5b7TIxNZNrwuaybuQWDSU+7V1rS9uWWaDQaLhy7xCs1PBeqFUXQtHsj3vv9tSz348PHg4zPS+cece7IRbYv3o3OqGP3yv1sW7QLVxp7eWj+YKZf+snNxHK32bl8H592/Npj0dRg0jPjys/4B/llqz2b1U63Ii8TdzOO1I+P0d/A5GPjyFsoT24M2w2r2crL1d8l8tz15BQSalzAo21r8r/pb7Jn9QE+7TiKxNgkj3MrNSjHmA1f5PqYfPj4N5KRwPfZ8HOJXz/4i7nj/sHpcKJoNR728Vskxpm5eTk61zJaZoXVUzd49ZBRtBp2r9hPo46PZqu9bYt3Y7PaSKsrOB0uVv6xjufe63Anw/XK2hmbuXEpKkXYA1iTrGxZuJNzhy9Qskox7Fa7x3k6g45qTSrn+nh8+HgQ8dnwc4HDW48z97slWM02HHZnusIe1LQHASHZ06jvFEWj4M00L8Cr50xmxETGpJipUmO32rl8KpKlk9cwZ8xizhw8n4PRemff2kPeX1qK4Mi2kwTnDeLp11q5RR5rtBr8g0w8/VqrXBuHDx8PMj4NPxdYk2wbzwy9UUeDDnUxBWTdbp0btOjxOOu8+MG7XC5qtqya7fYqNSjvdXFXb9Kz8s/1rJm2EafDifhQULxyEUwBJgqWzM8zb7ShROWiObqGAiXyoTPoPLR4oQjCC6smpD7Dn6d45aLM/nYRcTfjqdOqBs9/1JGQ8OAc9enDx8OGT+DnAlJKr+VctDoNCIHeqMNudVDriWq8+VP/ez6+Ko9XpHWfZiz+aSVOpwuNVgEJQ6a9icnfmO32SlYpRr12tdi6aFfKS0Rv0uOwOXA5XaQWycd3ngbgwIYjrJm+kY9mvk3d1jWy3Werl5oxa9QC7KneWYpGIShPINWaqiYbIQQtejxOix6PZ7t9Hz7+C/gWbXOBg5uO8v4TX2BN8kwbMOnIGGKux5M3Ik+WslTeTc4dvsD2JaqHTKOOde9I83U6nayYsp5FE5djt9opX6cMa6ZvxBxvyfC8PAVDmHZhYo4WrQ9uPMJXz48j9kYcLqekZNVifDzzLfIVDc/pZfjw8dDh89K5B/z49m8s+nEFdpsDjVZBCMGbP/Wn+fP/DW1z5/J9fN7lG68J21Jj8NPz84HRFCyRP0f9SCm5evYaeqP+vr9Affj4N3LXvXSEEJOAtsA1KaWHS4QQojEwH7gVATNHSvlZbvT9b+Hlb3rR8oUmbFm4E4NJz2Od65GvSN77Pax7xiONyqebsiE1Lqcr226gqRFC5Phl4cPHf53csuH/BowHpmRwzAYpZdtc6u9fSckqxShZpVi6+6OvxXLt/A0KlymQrSCnBwGDycAHfw3iy+e+xeWSXl0ktToNVRtX8mXG9OHjPpErAl9KuV4IUTw32noYsVlsfP3i92yaux2dQYvD5uDp11rRZ/jzCCGIuhrNnDGL2b/+MIVKF6Tz2+0oVbX4/R52tqnXrha/HR/HmmmbiIuO59Lxq2xdtAu9UYfD7qR4pcJ88Oeg+z1MHz7+s+SaDT9Z4C/KwKQzG7gIXAbekVIeSqedfkA/gKJFi9Y8d+5crozvXmJJsnLpxBXyFAwlNF8wY1/5ieVT1rn55xv9DPT9ugd1W9fglZqDsSRYsNscKIpAZ9Tl2Jvl30Z0ZAwn95whT4FQzh2+wJrpmzD6G2jdtznVm97dUolnDp5n3ndLiDx3nZotqtC6b3Ov5qTDW48zachUTu87R/5i4fT8pAv12nk1gfrw8a/nnizaZiLwgwCXlDJBCNEaGCulLJNZmw/Sou0tZoycxx+f/Y1Gq2C3OqjTqjrbl+x2ixC9RYHi+ajcqDyrp270KBgeViiUqed/vKcpGO4WTqeTD1sN4/CWYylunEZ/A8+80Yben3e9K31uXrCDYV3HYE92FTWY9ASHB/HDrpFuJqXDW44xuMVnblk8DX4GBv3Q1+fe6eOB5L4XQJFSxkkpE5L//Q+gE0I8dCua62Zu5o/P/8aaZCUpzozdamf7kj3YbZ7CHtR0vrtX7PcQ9gDx0YlEXYm+20O+YxJjE5kwaBJdCvbh2Yh+/PL+n5gT3V0zty3azeGtx90CvyyJVmaNWsi1CzdyfUxOp5NvXvoBq9mWcm+tZhvRkTHM/Hq+27E/v/enR8pma5KVnwf/4cun7+Oh454IfCFEAZEcmimEqJPc78170fe9ZPqIuVjTRLParXavQVlCQKX65QkI9b54K50uTNnIJHmv2LxgBwPrfsCzhfoytMNIXqn1HosmriA6MpaoK9HMHfcP7zb7lNQzxy2LdmJJ8PTP1+oU9q4+mOtjvHjsMjYvi8Z2q4NN87a7bTu937vJMD46MVMXUx8+HjRyyy1zGtAYyCuEuAgMBXQAUsofgU7AK0IIB2AGnpP/5gCAHBJ1Ndbrdp1BixACu9WhFiPRKCiK4PqFG/gH+6E36rBZ7G7H121d06u92WaxMeXTWSydtBqb2UbtVtXpP6rnPXEBXfjjMia+80dKgNnm+Tu8jM/O+cMX2bvmYIqNPjDUH41W45F/RygK/sHZc9HccuE8P+3ewdWEBBoWLUa/GrUJ93d/afoF+XnN9QPgH+J+bN6IPJyPu+RxnFavTakX4MPHw0KuaPhSyq5SyoJSSp2UsrCU8lcp5Y/Jwh4p5XgpZSUpZVUp5aNSys250e+/jaqPV0TxkozMFGhi1JpPadChDoVKF0BRBFJKzh66wNHtJ3E4nGj1WlX4m/RUql+edya94rWPoR1GMnfsYmKvx2FOsLBxzjZerf0eCTGJuXYdsRYLk/fu4oNVy5l+cD9JdjsOu4NfP5jqEU3sDZvVzsndt4uOPPliMzXNRBoURaH2k9WyPK7pB/fTZ+Fc1p07y7GbN5iybw+tp/7OtcQEt+PCC4dRpnoJFI374230N/DMoDZu257/Xyf0Rr3bNoOfgQ6vt0Kj9RyzDx8PMg/+iqAXpJQc3nKMdTM3c+V05D3r94XPnsUYYFRz1SRj8NPz6tjeVKhbhqF/v0PxSkVwOlw4Hap9WLokLoeLsEJ5+HDqID5f8B6fLXjPq5/+6f3nOLDhiNtswOV0YU6wsGzy6ly5hlNRN2n8+y98vXkjMw4d4Iv1a2k2ZRJHTl5IV2sGcOkVYuvn40rvstzsUAxZOCBlX9HyEbwxsR8GPz1+QSb8gkwE5w3kq6VDPIRtelgdDr7csA6z4/Z6iN3lIs5qZeJOz5nGx3+/Q5HyhTAGGPEL8kNn0NGmfwuaPNcg5ZjlU9YybuAvKbZ6oQgMfno6vNaKFz59Nkvj8uHjQeKhS54WdTWawS0+I/LcDRQhcNgdPNa5Hu9MGoBGc3c1tojSBflxz9dMHTaHgxuOUqBEOM+934Gqj9+uArVv7SG8WbOunb/OZ52+QdEouJwu2vZvQd+ve7iN+fT+c169dqxJNo5sO5kr1/DeymXEWa0pyw5JDjtWp4OfTh3wurhsKRZAVMsIzOWC1XzLGoUkp+STqAPkO1uCxsVLAND8+cdp8HQdDmw4isGkp3LD8hlq0OdjY4i1WimbJwyDVsvp6Civx9ldLtafP+uxPaxgKD/vH82J3ae5eTmacrVLkafA7VQMe9ccZNyAX9xmLFqdhhrNq/DSV90zv1E+fDyAPHQC/6vu47h47IqbNrph9jbK1ylN+1fvfl70giXy8/bP3s0xoNqQvVVlki7pVp5v0U8rMQWa3DTNiDIFvb4s9EYdxSsXucORq1r03sirHmvMTilZe+Ecvbo1UsskJo8zsWIIkb3KILUKpDZlaQQWh4N3Vyxl60v90SS/pEwBJgJrRbD98kUunj5Js5IlMWp1bn1FJiTQf/F8jt+8gVao533SuCn1ixTF4fI+w0hrw7+FEIKyNUtBTc9904bP9TBP2a0Odi3fR/S1WELz+VIq+3j4eKhMOnE34zm06aiH6cGaZGX+hKX3aVTudHyjDYYsFO22JlmZM2axm4AvX6c0RcpHoNW7v6e1ei1t+ja/47EpQqCkU8Rcp1F4bUIfmnVriN6oQ+9n4GaXkki9xl3Yp8LssHM6WnUtdUnJ60sW0XHWNIZvXM/7q5ZR79eJHLl+LeV4KSW9F8zh0LVILA4HCXYbCXYbH61ZSWRCAjULRaBLM8MxabX0q1E729caee661+1avZboqzHZbs+HjweBh0rgW5KsCI33S8osbe+94unXWtGyV2N0Bl2Kh056VafMCRa3l5cQghHLP6LB07XR6jQoGoVytUvz7frPCc0fcsdj02k0NCleAm0aoWrQaHimfEX0Bh1v/fwKf1/7lbF7RyDzZOzF4nS58NOrGvzco4dZdeY0FocDq9NJot1OrNVK/8XzU15qR2/e4FxMNM40sxiLw8Fve3czvlVbahaMwKDREKDXY9JqebtewxSzUXao8lhFt7WWW7icLiLKFMh2ez58PAg8VCad8MJhhOQL5loa7U2r09CgQ537NCp3FEXh9fF96PFxZy4cvUT+YuF88dy3HN12wuPYgqXyo9W5f0WBoQH8b/pbOOwOnA4nBlPms4XsMKxpS7rOnsGVhHhcUiKEoELecN6u1zDlGFOAiaIlCqARAu8hZSolQ/MQERgEwLSD+zE7PH3jbyQlcezmDcrnDedmUlKK+Sc1EricEE+I0cTUjl24FB/HjaQkyuYJw6TTeRyfFbp9+AzrZ23BHG9OKTRv8DPQ85MuuX5Pffj4t/BQafgAnd9ul6L9guolE1oghOc/6nSfR+ZOaL5gqjxWkfzFwnn5mxcw+Ond6s6qaYDzpetlpNVp74pgCvPzY+nzvZjY9mmGNGrMH093Yman5zwEq16joVPFyqRXEVcA41u1Zdbhg7T4YzL7rl7xepzF4aDvwrkcu3mDR/Llx+70tNMbNVqaFC+Z8jkiMIiq+QvkWNiDmtbih10jadKtEXkLh1Gudmnem/Iand9+Ksdt+vDxb+ehKYDicrn44tlv2bF0D5ZEK4pGgBS06d+cl77qfkc52O8FJ3af5tt+P3Jiz5mUyFxFo2D0NzB+21cUKReRq/3dTEpixemTOFwumpYoSaFkTTw7WB0OXpg3m+2XL3rsq5ovPzULFWbawX1urpTpEWI0svnFfvyyeyc/7NyRMhvQKxrC/f1Z3K0nQQbPF5yUkqWTVjNz1ALibsRR5fFKvDSsG4XLFsr29fjw8TDwn6h4tXbGJr7p84NHoe6AEH9mXv0ZnT7n2uC9wOVy8VxEP6Ij3aN1hSJo2KEOH896J9f6WnjsKO+tXIYQ6rtFSsk79RryUo2cZYictHsX32zd6CbY9RoNNi/aenr4abV82awl7ctVYNWZU0zas4tos5nmJUvxYvWahBg900ycO3KRj9oNd58FCfALNDFx7ygKFM+Xo+vx4eNB5r4nT7sXLP99rYewB1WQHt58/D6MKHtEXY0h0UvuFumS7F9/JNf6uZGUxOCVS7E4HZgdjpRF1FFbNnEyKmfpjV6sUZOSoXnctmVH2AMkORxcjFVfds1KlOKvZ7rwT/cXeKteQ6/C/tr567z26IeeJi+pxiXMGDkvW/378PFf4KER+CIdd0IkpGto/hfhH+yXbonA0Py55xO+8vRJr66XDpeThcePAqrGnx2BbXU4OHLDu5tjdrhp9oxPSI9Z3yzEZvae5sHpcHJo07E7Ho8PHw8bD42XzpMvNmX/+sMeWr5Gp6FS/XL3aVRZx+Rv5PFn67N+5ma31AlGfwPVmz7C4JZqzvamXRvQ6qVmHikJoq/FsmnuduxWO3Xb1KBQKe+uhQ6Xy1vyTqSUWB1Ovtmykd/27sbscFA0OJjB9RsRbDCSx8+PcmHeE7RpFQWtomTpJaFVFFwuF94SD5+L9Z58zhuHtx5PSU8BYMtnxFwuGGFx4n8gmogyBd2OT4xLIjEmkbCIPHc94tqHj38rD43Ab9ChDg3m12XjnG04bA50BvXShv79jodr47+VN37oiy3JypaFu9AZtDjtTopXLsI/v6xMydl+au9ZVv65gW/Xf5ZyXev/3sKIF8YjhEC6XPzy/p88934Henzc2aOPpiVK8uWGtR7b9Votpw6dZ/fOY9jz6HBF+HM2JoYB/yzET6tFAsVCQpn0VAcKBLjXpNUoCg2KFGPN2dMe7QrUgC6NohBqNNK7Wk3Gbd9Ckt3dRVMrBMWCQ7J0n6wOB8dNNqQCuOBGh2LE18unTuZccKNTCSpWV91IzQlmvunzA5vn70BRFIwBRl4b34fHO9fLUl8+fDxMPDSLtrc4vusUu1ceIChPAI06PUpgaEDmJ/3LiL4Wy83LUWg0CgPrfuCm8QOYAoy8M2kAj3WqR3x0Al0L93dLywCqO+rodZ+pqQXS8OueXXyzZSN2pxMpJQapUHHGRaJ2XUQqICRYC/tzpV95pPG2NqwRgvJ5w1nYtYdHm7/v28Pn69fg8vI8daxQkcENHiOvSfWUavXX75yOjsKR6liTVsuibj0pERLqcX5a5h09wifT5hM2fA+WkoFcfbEs0uCutfvrdOzo8wofNPuMI9tO4LTfnn0Y/PSMWP7xAzHz8+Eju2S0aPtgqL7ZoGzNUl6FXGqirkazae52nA4Xj7ar+a/y5kiMS+LPz/9mzbSNWM02rxkqzQkWdizZw2Od6rFt8W6PNMCg5qVfM22j13vxUvWaPF6sOAuPH8XhcuGYfoQNe6+g2G+bSAznE8g75wzXu5VO2eaUklPRUZyOjnJbpL14/DKrRvyDrKYDo7vgNWg0lAzNQ7jf7Xw3fzzTmUFLFrP76mUUIQg2GBnZ4oksCXuALRfPExemw/ZyeYTV6SHsAexnYmibrxci1uaxz2a2MfPr+Xw6d3CW+vPh42EhtwqgTALaAtfSqWkrgLFAayAJ6CWl3J0bfWeXlX+uY3TfiTgdTlxOFxMGTaJ09RJ8tXQIIeH3N2GWy+XinSafcO7wBa81cG+h1WkILagKR6fD6TWhGhIc9vRt6qXzhPHmo2qq4GeemoQ9zSxCcUgCdt/k+nOl3HLlaBWFGMvtNBUx12N57dEPSYhLQlOmKg6dgFQvIK2i0Kmi+yMR7ufP1I5duJmURJLdTuGgoPQX3b1QKDAQvaLBUsp77ICwuyg04TDC7P36pYTLp65muT8fPh4WcstL5zfgyQz2twLKJP/1A37IpX6zRXRkDKP7/ojdandL9XtyzxleqTkYu80z9P9esmfVAS6duJKhsAfQaDW0erEpAHVa1/Catlhv0vN4l/pZ6tdm9tSCAYRTqtIxFS4pqZA3POXzP7+swmaxgUsSMe4wxrMJ4HAh7C4KmwL485kubtp9asL8/CgSHJwtYb/nymUux8XjfelZxe9QNCIdjydQF/KrPFYxy3368PGwkFsVr9YD3hOWq7QHpkiVrUCIEKJgBsffFTbP35GumIi5FsfmeZ6FNO4lp/efT/elo9Vp8Asy4R/sx4fT3qBgyfyAmqLh1XEvojfq0Oo0yUU8DDz5YhMqNyifpX6rN6/ikcBNAraiAeiSF4YFqp19SKPGbikNTuw6nbLGoI21EfHdYYp/vJuyo4/wSUAlquZXvYUux8ex4dxZLmTDEyctIzetp/vcWcw+eghnctESjZcMn5pEB2Qg8I3+Bp4d3D7l85UzkXzaaRTtg3vybKG+/PH5LBz2zKODffh40LhXNvwI4EKqzxeTt3kkWBFC9EOdBVC0aNE76tRqtrJ5/k6irkRToV5Z1fzh9C4IHDYHpw+cz7JWfCckxiVx4eglwovkJazgbbt1ROkC6Aw6HDZ3U4TBT0+Xd9pT64mqlKlZ0iNquHWf5lRrUpm1MzZhs9ip91RtytXKeB0jNa+MfoFDm45iTbJis9jRGXTo9FpGz/yATSKa1WdOk98/gF7ValCrkHuKhzI1SrD9n91uC8uaJAcarBStEIHd6eSdFUtYfupkSvRtw6LFGd+qLQZt1h+/Ezdv8tu+PVjSpGnQKAoT27Rnyv49rD17BgmYSwehvqLSfNcCqjSqwDuTXiVfUXWWEnM9llfrvE9idCIulyQp3syM4fM4e/ACH814K8vj8+HjQeBeCXxvc3avkldK+RPwE6heOjnt8NzhC7zVeCh2qx271YFWp6Fc7dLpdYvBpKdIububf0VKyW8fT+fvbxai1Wtx2BzUbFmVD/4ahMnfSJ3W1QnME4A1yZZiphGKwOhvpPO7T2HyTz8dcaFSBej2YcccjatQqQJMOjKGf35eydFtJylZpShtX3mCvIXyUAV4pVbddM9t3bc5s0YtTCnQDqAz6ChXuzSlq5Vg9JaNrDh9CqvTiTXZT3/j+bN8tXEdnzRuluUxrj57KkWrT43T5eLg9WsMa9qSdtP/IN5qw5rfRGKtvPjvuoFiU88x+BkoW6sUI1d97OaHv/CH5VgTrSkZMwGsZhtbF+7kyunIlJmUDx8PA/cq0vYikLokU2Hg8t3s8LPO3xB/Mx5zvAWHzYEl0crR7Seo26am5+tHqJWoHuv06N0cEst/X8ucbxdjs9hJijNjs9jZtXwfY1/+CVAzYI7d9CU1m1dBo1Uzfj7SqALjNn+ZobAH2L1yP32rvEVLbRc6F+zD7DGLvC/mpkNIeDDdPuzIZ/Pfo9fnXclbKE/mJyWfN27Ll1Rv9khKsrcnezfhi0UfAPDngX0eWrnV6WTm4YPZGp9Bo/UaIaxRFAwaDfkDAlj+fC8G1qlLw6LFaPH507wysS81WlShcsPyDPi2FyOW/88j6OrwluMebq8AdpuDgXU/YHjP7+5pXWQf2efo9hN80OoLuhbpz+AWn3Fosy/KOj1yzQ9fCFEcWJSOl04bYCCql05dYJyUMtME9TnxwwfVJtu38lsevukAxSsX5Y0f+/FNnx+4ePwyAqj5RDXe+LEf+Yp4jyTNLV6q9Abnj1zy2K4z6Jh9Y5KbULdZ7SBllop8H9x0lPdbfu52vUY/A10Gt/cafHUvKT9hjNcIXAEcH/im1/z33ohMSKDx77+kzBJuYdBoWd3zRQoGBqZzZsZMfHcK88YtSddmrygCU5CJiXtGkb9YuNdjfNw/9q07xJA2w1ICE0E1gX4yZzC1Wla9jyO7f9z15GlCiGnAFqCcEOKiEOIlIcTLQoiXkw/5BzgNnAR+BgbkRr/p4XK60s2f43I6qVS/HJMOj2GpbTr/WKcxbPGHd13YA8TeiPe6XQhISpM4TW/QZUnYA/z+8QyPl5slycrMr+erL477SK2C3tM6V86XP8vCHiB/QAAjmj+BQaPFX6fDT6fDoNHwVbMWORb2AE8PbIXWkL5l0+WSWBKsTPtqbo778HH3+PGt39yEPajJ875/Y9J9GtG/m1yx4Uspu2ayXwKv5kZfWaFQqQKE5gvm6ln3hF56k54WPR5P+axkQ+DkBlUer8jGOds8kqQFhAbcUYK0w1u9ZwOVEmIiY1IWKO8HHz/ehI4zp2FzOrC7XGgVBb1Gw2dNsl+D96lyFXisWHF1cVZC4+IlCDV5ZtLMDvmLhfP1yo/5tv9Ezhw47zWBndPhZP+6Q3fUj4+7w5kDF7xuv3D0Mi6X657/xv/tPHSRtqBmzhwy/U3ea/E5TqcTa5INU4CRYhUL02FQ6/s2rhe/7MbuFfuxJFpxOpwIAXqTgUHf983xg3lsx0ns6WnxUhKSC7Vu74SyYXlZ9vwLTN67m32RV6mQN5yXqtekaBby5rik5GxMNAF6Pfn81RQZIUYTT5fPug+9lJIdly+x9+oVCgUG0qJkaaxONUncwuNHkRLali3H11u/IPFyHC9VfMPr/cxf3GfOyQrXzl/HYXdSsGT+bMVXZITT6WTOt4uZM+4fEmOTqNa4Ev2+7kHhsoUIzhtIlJei8wGh/j5h74WHUuADlK9Thj/OTGD11I3cuHiTyg0rULtVtXuSKVFKyZ5VB1g6eQ0Om50mXRvR4OnaFC5TkIl7RzFj5DwObDhCROkCPPteB8rWKklcVDz+wX7ZHt+2f3anu/hZqUF59Ib7V/jl6PYT/PLBX5zcc4bwiDAGDu3MY42zlrRs7dkzDF65lESbHZd0UTlffsa3akf+gKznRrI6HPSc9zeHrl/D5nRi0Gj4ZO0qgoxGLsfHp6wtzDx0kG0XL/BP9xeo/WQ1dizd6yb0DX56nnuvQ/Yu/j/GhWOX+LzLaC6dvIoQEJovhA+nvUGFumXuuO2xr/zM6qkbsSapmXC3LtrF/vWH+fnAaLoMbs9v/5uOJel2llyDn4HOb7e7434fRh665Gn/Bn4aPIWFPyxPSdVs9DdQs2VVhv79jpvWI6Xk79EL+euL2VjNNgwmPc9/1ImOb7bNsnY0a9QCJn80zSM6V6PT8OrYF2n3cktsVjvzvlvCiilrEULw5ItNafdKy7taBezYzlO83fjjNItpBvqP6kG7l5/I8NzT0VG0nfaHm3ePRghKhIayrHuvLN+b77Zv4fsd2zwWehUhPJK8+et0jG7Zmob5Ixj10g9sWbATjVZBZ9AxYGxvmnd/LEt9/hexWe10L/YKsdfj3JQPU6CRP05NIDhv9stn3iLqajTPl3jVY9al1WtoP7AV/b/uye+fzODvbxYhFIF0umg/8Ele+qr7f1bD/08lT7vfXDp5hfnjl6npBpKxJFrZtXwf+9YeolqT205MC39YxpShM1O0E4fNwW8fz8Dgp89UKN6i8XMN+G3oDI/tWq2Gxzo9isvl4r0Wn3Fi1+mUhd1JQ6aybfFuhi/7X65Nu9MyachUL4tpViYNmUbrPs3RaNOfyUzZt8ejmLlTSi7Hx7Mv8ioFAwKZfeQQVxMSqFekCC1Klkbr5cf99+FDHsIe8JrRM8lu5+jN67QoVZqPZrxFQkwi8VEJ5CuaN8Ox+oBti3ZhNVs9Zpouh4tVf22g1UtNWfXXRk7tO0PJR4rRtHujLNeYPnvoInqjzkPgO2xOjmw5jhCCXp8+R9f3O3DzcjR5CoZi9POsfexDxSfws4jT6WTHkr3sWX2APAVDaf78Y25RsnabnTXTNjFz1AIcdk8bsCXRypaFO90E/l9fzHabioIqFP/8fLZXgR99LZYf3/6dzfO2oygKjz9bn34jezB48qt8/eIE1RwkVC+lIdPeJDhvEDuX7+PU3rNuXjzWJBuHtxzj4MajPNKoQm7cHg9O7j7jdbvNYifmepzbvUvLxbg4nF6EsiIEG86d5cdd23EmV+Wac/QQJUPzMLPTsxi17jOW7M5eT968icVhx6jVERDiT0CI9xxAPty5eTkah83TrdVqtnH24AVeKPM65gQzlkQrRn8Dv38yk++2DqNgicyD2gqWzOd1TUXRKBStWDjls8FkSLfoj4/b+AR+FrBZ7bzX4jNO7j2DJcGKzqDjj09n8fmC96je9BEcdgfvNvuUU3vPeq2rC+oUNK0ASVuw/Pb2mJR/O51OZn49n3nfLSX6arQaJ5wsx1ZMWceRrceZuHcUtZ6sxu6VB1AUQY0WVVJ8+g9vPoY5weLRh91q59DmY9kW+Kf2nWXHkj0Y/Aw81rleuoI7f7G8xN30dEMVQhCYJ2M7fIOiRdl88bxHwJbN6eS3fbvdiqUn2e2cvHmT3/ftpX/N2inb461W2pYpx+R9uz20fE3yrCb1S0UCy0+f5NzsWP7u3NXrjCEjpJRcPXsNIcS/Kt32vaDCo2VQNBrA/fsyBRg5tf8ssddjUyKZLYlWbGYb3w34hWFLhqQce0vxSaudFyyRn6pNKrN39UE3wa8z6Oj01p3Z6aMjY0iISaRQ6QL/mSpo/00jVzb55+eVnNh9GkuC+lDarXasSVa+7DoGp9PJ+r+3ZijsARSNhuY93O3AEWW8aySpy/N9228if30xm6gr0WriylRKq8PmIPLcdXYt34d/kB+NnqlLg6fruAVwpTfF1Rv1GWrZaZFSMv71XxlUfwi/fTSdX97/k56lB7Jh9lavx/cY2gVDmn4NfnravdIy04XkzhUfIczkh065/SM0aXUpHjZpsTgdzD+mFnrffukiLf6YTM2fv2fSvt0YtTpMyTl7TFotQQYDvzzVgcr5PLVLq9PJyaibrD5zKuObkYZT+87yYoVB9Kn8Fi9VepMXK77BmQPnstXGg0y52qWp1qSS2/etN+qIKFOQU3vPuqWtADW2YdfK/UgpiTx3nXebfcLTIS/wdEhP3m4ylCtn3CObP571Nk27NURn0KHRaihSPoJh/3xIsQqFyQmxN+J4t/mndC/+CgNqvUeXgn3ZOHdbjtp60PAJ/Cyw8o/1HvZoAJvFxqm9Z9k0b3u6wl5v0mPw0/PupAEeU9h+X/fEYHIPrjKY9Lw8qicANy5HsXraRq993x6DnbMHvfsiAzR+tj6K1vNr1ug0NOyYfo6ctOxfd5hlk9eoRVmcLmwWOzazjREvfEdSvNnj+HrtavHahJcIDg9CZ9Bi8DPQ/tUn6TO8e6Z9Bej1LHjueXpXq07R4BAqhefjtdJVKbTxerqBZAaNhtPRUfSeP5tT0VE4XC5sTidmh50SIaG8UqsO/3usCSu79CT8ip0WAYXQe9Hik+x2tlxM/36mJTEuiXeafMLF41ewmW3YzDYuHL3EW42HYk7wvC8PK5/MeZeXhnWleKUiFC5biK4fdGB0qjKcaVE0CjaLjdfrD2H/usM4HU6cDhcHNxxhUP3/YU1VoN7oZ+CdXwewIG4Kc25OZtLhMXeU3npIm2Ec2HAEu1VNuRJ3I57hPcZxcq93M+TDhE/gZwGt3vt0T7okWp2WoLAAFMX74mdovmAmbB9O42cbeOyr164Wn8wdTNmaJfEL8qNszZJ8Mnewmu8HOH/4YqbasN6oI6Js+pmmA0L8GblyKAWK58PgZ8Dgp6dQ6QJ8s+bTTPPzpGblX+tT3OJSo9Fo2LV8n8d2c6KF8nXK8NvxcUy7MJG5UZPpO6JHlqbO0WYzs48cIt5mZWDtunS/HMSiDj+xZuRSxA2zR+pjk1ZL18pV+GX3To80Djank1PR0XSp+Aj+6y/Tq8gAPnjyCxZ2/on8ow+giU9TGlKjIb9/1l0/18/a4jUtg8PuZMPs/4bWCGoeqA6vt+HnA6OZfHQsz3/UGZO/kSbPNUCndxf6Wr2WxzrVY9O8HZjjzW4zAJdLYkm0sHHOdq99+AXeWaDd2UMXOHvoolvJSwC7xc6cMYvvqO0HAZ8NPwu06dfCq8kmKG8QJR4pSus+zVnx+zqvuXuuX7zJey0/54/TE7y6QdZqWTXdnB8FS+VPP6gKtRBKcN4g6raukeH4y9UqxZRT41N8pAuVKpB975x0FkAl0m1x1OVy8euHU5n/3RIUrYLT7qR13+a8PPqFLHVz5MZ1nvt7BnaXE4vDwcJt+8g3dCfCoWa9LPDrMS4NrAQ6Ba1Jh6JRaF6yNJ0qVubvI4e8LvbqNQpr1u/l78F/ur20dOfjKfDLcS69WVktlagVaHQ6OlaolOXbcvNytMfCO6hFZW5cyqhExH+Dl7/pyck9Z7h04gpOpwuNRqFAiXwM/O5FFny/zOu9Myda7lrCupuXo9DqNKTt1eWSXD1z7a70+W/CJ/CzQLPujdi5bC+b5m1HuiQanQatVsNn8wYjhKBMjZK8/G0vxr/2q4fm4HK6SIq3sHn+Th7vnLWgo1sULJGfak3VBau0GR0VjaBO6+q88WO/LLkNCiHwCzQyacg0Ns/fgd6op3W/5nR9/+ks+eM36/4Ya2ds9njpuZwuaqZ6Yc3+dhHzxy91e/kt+XU1QWEB9Pi4S6b9vLtiCfG2232IAzfUwurJn/WRFop/spukiiFUfqo6bw3qRPnkClw1ChRkf+RVDy3f6nSyf8oWjxmKcIHhUhJFv9yL9qYFFEGNp2sR0CPrE98Kj5bB6G/EkmZhXG/SU7Fe2Sy3kxlHt59g1qgFXD17nerNKtPxjbaE3uco6qzgH+zP9ztHsH/9Yc4fvkiR8hFUbVwJIQSlqhbH6GfwcCow+RspWbXYXRlP6eolvCpReqOOGs0fybV+rp69xqxvFnB06wmKVS7Cs++2p1jFIpmfeJfxCfwsoCgKH/w5iNP7z7F/3WFC8gVR76laGEy3F6na9mvB5VNXmfX1Ao/zbWZrjjWWj2a+zYTXJ7Hqrw04HU6KlCvEaxP6ULlh+Wx5FiTFmxlQ6z1irsWlFEafOWIex7af5MvkVMYZUbVxJZ7o1YSlk1bjsDtRFDV4qdNb7dwWhWeNWuAhWK1JVmZ/u5jqzaowa9QCIs9dp3qzR+j8djvyFLi9cBxntXDi5k23c6VWeCTCE05J4OFYaj8ZmCLs427G07loOaYfPIDD5UrxtTdptbQtW564yau8XpdwuNBdTxY4LsnBhXv5pOMoRiz7KNN7AlC92SOUqlqMk7vPpLzk9CY9ZWqUpGrjrM8UMmLdzM18/eIEbGY7UkrO7D/H0l9X8+Oer8kbEZalNuKjE9i9Yj+KRqHWE1UxBdyZaSQ7CCGo+nglqj5++34kxZspVb04+Yrl5dKJqylunTq9lnxF82Y6a80pwXmD6DCoDfPHL0lRXrQ6DQGhATw1IKMqrVnn7KELvF5/CDaLDafdycm9Z9kwaytfLP7A7R7cD3yRtrnIxrnbGNlrPOb4NBpLgJFBP/YjJjIWS5KVR9vWpFTV4tlq2+lwYrc5chxUMv/7pfycxqQBqufMd1uGUeKRrGlUp/adZewrP3N85yl0Bi1CEZgCTIxaPZQi5SJ40vCcxywndV82sw0pVTuuX5CJH3d/TXhhVWgl2mxU/2kCjlSFTpQkB8WG7kaxuxc/MZj0fLd1GIpWw/Dnx3H2kLrQWqRKEZx9q7DDGU2gXs8LVWvwUvWa/PHpLGaOnJdpvWBQF7SLVyyCzWqnwdO16fzOUwTlST8jp81iY87Yf1j+2xoQgid6NabDoDbZSmsRfS2WrQt3IiXUa1czRXt3Opx0KdiHuJsJ7mPUanjyxaa88WO/TNte8cc6xvT/CY1OAdRo1P/NeDNlreheEh+dwNe9J7Bj6V6EEITmD6ZUtRIc2nQUKSVNnmtA7y+6ZisG4uCmo0wbNodLJ69S4dEydB/SkcJl0y9mJKVkzfRNzP52IXE3E3i0bU26ffhMtmZMliQrWxbsJD4qgapNKrl5DH3w5BfsWrHPwwpapHwEkw6PyXIfOSWjSNv/pMC/duEGv300nR1L9+Af7E+HQa1p93LLOw7Fdjqc9Kv6NldORWK/pbEYdOQpEEL0tVikS+J0ONEZtLR6qRkDxvS+a5GuaRnWfSxrpm302G4MMPL6hD5uWUS9kWRXtcud83cx6sUJbqYdIaBQ6YJMPjqW1x79gGM7PN0aFUV4uOdptBpa9WnKoO9vC63n585i28ULbrb44CNx5P/9OHqtFiklLqeLF4d1o9VLzehe7BUSYhJvNyogJF8wf539wU3gxt2Mp3+1d4i9EZci9IUivGbHTI3OoCVPgVAm7huV5ejQ7LLs9zWMe+VnFI36/LmcLl6b0Icnezfl4okrvFLjXa9eYAWK5+OP0xO8tmmzql5UcVEJ9H3kLY9C9QaTnqkXfszwRXY3GNRwCMd3nnYL1DL6GZiwcwRFy3tPpZ0RG+duY3iPcSmebIpGwWDSM27LMIpXujsmlGM7T/Fei89wuVzJs2VB8+cb8caP/RFC0C7wea/fl6JRWBA3xc0ycDe46/nwHyRirscyoOZgVv21gZhrcVw6cYWfB//JuAE/33HbGq2GsZu+pFXf5gTnDSIkPIgnejchOjIGm9mG3WrH5XRhTbKxdNJqDmw4kgtXlDWKVohAb/TUOAVkGCh0KS6ObrNnUG3ieKr/NIHhn07xeJilVBfDzh+5yMuje2Hw05P6PaYz6tDqPa2HToeTncvcPXy+adGKiKAg/HV6jFotJq2Oii0qMfXCRF7/vi8DxvTm95Pj6fhGW1b8sY6E2ET3RiXE3Yhn8zx3L4+gsEAm7h1Fl3eeonT1EtRpXZ3HO9dDl0EufAC71UHMtViW/OLdJHSnXLtwg3EDfsFmsWNJtKqBSRY73736C9fOXycgxC/FBJeWoLyewtqcaGFkr/E8HfICnfO/xMA67+P04kUkFMGmuZ6eMHeTs4cucGrvWY+oXLvNztyx2feQkVIy/rVf3dyWXU4XlkQLv7z/5x2P1xtOp5OPnhpOYmwS5ngLNrP6Yl09dSMbk++nf7B3xUCr03j9HdxLcqsAypNCiGNCiJNCiPe97G8shIgVQuxN/vs4N/rNCfMnLCUp3pJSMxZUG/OKKeu4cfnOvSoCQvx57buX+Pvar8yK/JWqj1f06otsTbKyeuqGO+4vq7Tu08xjHFqdhnzF8lK5YXmv51gdDjrOnMr2y5dwuFw4XC4Svfjcg7rOYUm0UrlBecZs+IJ6T9WmQPF81Gldg0/nvpuekw8h+dzrAOQPCGBVjxf5vnU7/teoMVM7duGvZ7qQJyyI5s8/RquXmqWUX9y2aJfXEsUup4tDWzzL3AWFBdLr8678sGskXy76kP7fvIDepM90lmU129i1Yh9OpxNzomfU8p2wcbZnfQRQhdn6v7cSEh5MtSaVPQSF0d97Rsgvnh3NupmbsVvtOOxO4qMScDo8awGrgjH9QMG7QeS5615/C06Hi4vHr2S7vbib8V6juaWEQ5uPIaXEnGDOdoqNjDi24xQWL8+AJdHKPz+vBKDD660x+LnH1+iNOlq88Ph9j+i949eNEEIDTABaoNau3SGEWCClPJzm0A1SyrZ32t+dcmD9Ea+r9DqDjtP7zmW5lmtWEULg8lJ8+9a+7OKwO1j55wZWT92AwaSnTb8W1G1TI9O2gsODGDC2N1O/nE3k+RsIBDVbVuGdSQPSPXfF6ZMk2m1uycbia4Shv2pGpLGpK1qFUtWKA6onxKdzB7vtr9a0MntWHXCfyvsb6PLOUx79ahSFRsWKZ3g9AFZL+gFpWbGf5y2Uh/HbhvPz4D/YveoABqOOxDizhwaqaBRuXIqifXBP7FYHBYqH02f48xgDjASFBVK2Zskcm+YcdgfSy/PhcsqUcXzw1yA+6fA1R3ecRKfXYrfa6fT2Uzzepb7bOVfPXvPq0ZUetVtVz9GYc0qpasW9jk1v1FHl8ewHUpkCjOned51eS+f8L5EQk4hfkB9dP+xA6WolUBSFSg3KpRsQlhlOuzPdPm/JlU5vt+PK6UiWT1mH3qAmfqvTqgYDvu2doz5zk9yYX9QBTkopTwMIIaYD7YG0Av9fQeGyBTmw4Yibhg/qD+9uFLk4feCcV03K4GegabdG2WrL6XTyfsvPObbzVEqbe9ccpHWfZrySwcN0aPMxhnYYic1iQwiB0c/Ae1Neo147r2a+FM7Hxnrks4lrkJ/AnTfwi7LjNNvR6jRodBrenfxqhj+iD/8axKedRnF48zF0Bh0Om4Pn3u9Ao46eheMvxcWx7NQJXFLSomRpioWEeG2zetNH2L/usIeWLxSRZWFWuEzBlJeTlJK+j7zFhWOXPZ6Piyeu4Ei2/V8+Fclnnb/BGKAGruUtlIfhy/6Xo5q3j7arxe+fzIQ0C91anYZ6T6nfT2BoAN+s/ZTLp65y83I0JR4p6nVRM/LsdXQGnVehemu9QgiB3qSnw+utKFwm/YC9u0HeQnlo0fNxVv21IcV5QNEomAKMPDUga9lhU6M36mne43FW/rkOmzlVnh29lriohBTngfioBH565w/0yaZFRaPwyex3c+RFVb5uaa8C3+hvoHnyOphGo+GNH/vzwmfPceHoJQqWzJ/imHC/ueNFWyFEJ+BJKWWf5M89gLpSyoGpjmkMzEadAVwG3pFSZloz7m4s2p47cpFXa7/v5q2i1WspV7s0YzZ8nqt97V51gKFPj/Aq8J95sw2vfNMrW+1tnr+D4T3Gefgt6406fjn4LQVLeuaHSYxLomuR/h6eQwY/A1NOfufmFpmWtWfP8NqShSSmyf7pLzS8ZI/AvPsyeSPy0LpvcyJKZ014RJ67zs3LURSvXNRr1ORfB/bxxfo1gDo1F0LwxqP16F/Ts+Z99LVYXigz0P3ahPpSn3R4bI607huXo/is0yhO7T2LRqtBq9OQlGBJ1/MI1AXpIuUj+PnA6Bz1+fsnM5g1agH2ZEGtM+jo+FZben+eYeVQD6KvxdK92CseM1iNTqFeu9oEhPih0Wpp0fNxKtUvl+1x5gYul4uFPyxj7rglJMYmUqdVDV747Nkc15S2We2M7vMD62dvRafX4rQ70eq0JMYlZXie0d/A1PM/Ehia9ajqW2z7Zzefd/kGl9OF3erAGGCkQt0yDPvnwxzPHHKTu+qlI4ToDDyRRuDXkVK+luqYIMAlpUwQQrQGxkopvZbCEUL0A/oBFC1atOa5c7mfhGr3qgN80+cHoq/GgJTUaV2DdyYNyPV0uJ91HuU1vN7gZ+DrVUOzXQ1ozMsTWfzTSo/tRj8DA8b2ptVLzTz2LfttDeNf+9XjpaM36njxy250fDN9K5vT5eKp6X9yKioKm0sVeHqNhmLBISzu1jPbGSUz40p8PE2n/OqRIM2g0bKo6/OUyuOpJZ3ce4ZRvb/n7OELCKBGiyq8M+lVQtOsDWSXaxdukBibhM1sY3CLzzyKzKfF6G9g3JZhlKhcNEf9ndxzhrUzNiGlpPGzDShTo2SO2hk74GdWTFmXotAIReAXaOLnA6P/NVrm3SDuZjw3LkVRsFR+OoS+4HXdIjVGfwOvjO5F677Zr60M6vOx4o91xFyLo/YT1aj1RNV/TcGVu10A5SKQ2v+pMKoWn4KUMi7Vv/8RQnwvhMgrpbyRtjEp5U/AT6Bq+LkwPg9qNHuEP09PIDoyBqO/8Y7zc6RHfHSi1+0arUJSJhqIN4LDg9DqtB65W4RGSTflcHxUgtdc5TaLndibcV7OSDVORWF6x2cZs3Uz848fQUpoV7Ycb9VrkCVhf2L3aQ5tOkZogRDqtauJ3qjP8PgVp0963e5wOVly8gQD63gKrNLVSvDjnq9JjE3kWGw0P+zbSdtFMygREsrrdetRJyJnGRXzFckLRdQZkrf7lxZFo5CQzvedFUpXL0Hp6iVyfP4tXhv/EoXLFmTuuH9IiE6kapNK9B3R46EW9qAuyAeFqV5LhUoX4MLRyxkeb7c50v19ZoV8RfLS/cOOOT7/fpEbAn8HUEYIUQK4BDwHdEt9gBCiABAppZRCiDqo3kE3PVq6hwghMjRn5AaPdarH0a0nPPKFOB2uHIXdP9GrCbNHL8KRxkSr1SrUScdmXa1pZTQ6DY40Jgmjv4Eazapk2megwcBHjzfho8ebZHmcToeTz58dzc5l+5AuFxqdBp1Bx+i1n2YYXi69udxkYR/A8aRYnl80G6vDgQSuJMSz++plxrdqR9MSOdOWAfyD/Hj69dZquggveV9u4XK6KFMz5/3kFoqi0PGNtnR84777R9w3+o3syRfPjc4wy6xWp6Fmi8yf/4eNO56DSCkdwEBgGXAEmCmlPCSEeFkI8XLyYZ2Ag0KIfcA44Dn5b474yiWe6NWYohULY/RXAy0URWDw0/PquN45Cm0vVKoA7015DVOAEb8gE36BJkILhDB8+Ufpas8FS+an9pPV3dzEjP4GqjaulO6i1bnDF5g+fC5/j17ItfPXMxzTmQPn+PzZ0bxQ9jU+fnoEx3acZMmvq9m5bB/WJNWn3BxvIe5GPEOf+TpDF7nmJUt73a5VNDxZKuMX5Jcb1mJJFva3sDgcfLpudYbnZYU+X3Xnpa+6EV4kTE13bdKjS45pEEL9Tl/5ttcDUVovOjKG79+cTO/yr/NGo4888sBbkqxsX7KHncv3pZuK+t/Oo21r8vGsdyhZpRh6kw6/QFPK9wXq89+o46O5MqN60PhPRtreS2xWO2unb2LT/O2EhAfT7uWWd/yg2Sw2Dm85jt6oo1yd0l59exNiEvm69wS2L9mDogiMAUbyFwsnINiPFi80pmm3hl7PmzRkKrPHLMZpd6JoBEIIXv++L0/08tTwj24/wTtNP8VmsSV7gCQXVimUh8unrnoOXMDXq4ZSrXFlz33J/L5vN8M3rsclVZ1eqyi8Wrsur9b29OZJTcXvx3p4FIFaFvHQK69j0ObeYpo5wcySX1ezZcFO8hQM5amBLdFX0iKRlAooiUbcfV/rK6cjuXI6kmKViqRbyEZKyf71hzm8+Th5CoZQpXFFBtUbopr5kmd8Rn8Dz73fge5DOrJhzjZGvvBdSsSvEIKhs9+hetPcSyp2P3C5XGyYvY3lv61BKIInejWhYKn8JEQnUrZWqbtm0k1NzPVYTu87R3iRMIqUSz+i+NyRi2xbtAudQUejTo/myE3cl1rhP8gbjT7i2I6TbvZng5+BCdu/StescmznKd5u/LHHVFhv1PH9zhEsnbyG7f/sJjR/CJ3fbsfUr+ZyeLNngFNGRJQpwG/HvsvwmPOxMSw9eQKndPFEqTKUDM38oW84+Scux3sG4fjrdOx7+TWUu5TC4mjcMb47+T0Ol3qfNULDa2UGUCHIezDbnWJOtPBZp1HsX38kxSe/+fOP8foPfd1e4InxZl6tNZjLpyKRLpkcUay6ZqZdA9IbdUzYMZxX63zgkYLB6G9g+sWJ+Ac/HPV9r52/zgethnHt/HUUjQan3UGf4d15+rXWd6U/KSU/Df6DBROWprgjl65Rks8XvOfhITRpyFTmjFmM0+FMeem+/esrNO2aPfdtX2qFe4zNamfS/6bSuUAf2of05Muu33Ltgsf69F3j3JGLnNx92jOE3WpndgZFHtbN3JSuD/eg+v9j3ndLOH/kEvvWHuLzZ7/l6Lbj2R7bjUtRnD96KcNjigaH0K9mbV6pVTdLwh7glZp1UkoZ3sKk1fJC1Ro5FvZRtiiWX13B4itLuGz2XARMdCQy+vhYEhwJWFwWLC4Lic5Evj0+jgR7gpcW75xxr/7CvrWHsZltqheRxc6qqRvcine4XC5ervYOl05cTYnitVsdydG3nrMgnUHHvPFLkU4vni1CsMFLMZJ/I0lmG4tWHWDK7K3sOXTBw3wopeSDVsO4ePwylkQrSXFJWM02fvlgKvvWZeolniOW/76WRT8sx2axkxir9ndsx0lG9HRXeo5uP8Gcsf9gNdtw2J1qRTmLnW9e+pG4KE9FJqfcf6fRh5BPOoxk37rDKdrS+r+3snfNISYfHZvrrp/euHb+Blq91qMgi8vp4uLxjL0XvOGwOXDYHG6ubhktYGaERqshMTb7HkqZ0e2Rqtw0JzFx106EAKdL0qXSI7z5aP3MTwac0smBmINctVwlwi+CWFssv539AwCXdDH34nyeKNCCzkVue2Zsj9rhdTFZItkWtZ1m+ZvmzsUlY7fZWTdjs4efvTXJxtxx/9D5bTVqedfyfUSey3jtJTW3FAO7F28kp92ZI4+yu42UksMnrnLw2CXCQgPInzeQd7+cg8PpwmZzYDBoqVSmIF8P6YhOp858zhw4z7Xz1z2C6qxJVuaO++eupC6e/e0iD6cNh83B7hX7iY9OSNHy10zfhM1L5LhGq7Bt8e5MkxtmFZ/Az2XOHDzP/vWH3abGLqcLc4KZZZNX0/FNz/wnuU3JKsW8auo6g44qGTzUjZ9twILvl3mYdFxOl9dcOFnJNumNWykY0hIdGcPqqRuJuR5H9aaVqd7skSwHMgkheL1uffrVrM2VhATy+fnjr8/YDfQWcfY4Pj88jDh7PHZpR4sGq3S/B07pZHnkSmqF1qREgDr+BEdiiiknNXaXnQRH9lz+pJScTDjFNet1ivsXI8Lkmd7XZrF7CKtbJMbejhPYv+FIlr8XjU5DvmLhRJQugNHf4BGvoSjCrcBNaixJVtbN3MyFo5coWbU4DZ+pm62U0DnF4XDywYj57Dl0AafThVYjsNgcbs+o2WLn4LHLzFu+l87JaaDjoxLQaLwbNWKuxWZ7HOcvRXH01FXy5w2iSoUIr89qfJT3mZ6iVUiMTUoR+Bl+X7lodfcJ/Fzm9L5zKfa31FiTbBzZeuKejCGsYChPvtSU5b+tdQth9ws00v7V9Is8lK1Zio5vtePvbxbiSmVHLFohgpN7znocn11hrzfpeePH/l6Fwu5VBxjafgQul1ogff74JVRqUI4vFn6QpYpetzBqdZQISd/d1uq0ct16gzz6UPy0albD387+wU1rFE7Uhcxb/0+L3WVna9T2FIFfMagCC5VFWF1p1jwUPRWDKmR5zPH2eIYf/ZrrVtXsJ3FRKagSA0u/gla5/RP1CzRRsGQ+j0RjQhFUa3r7RR5WMBSNVvEafOQXZAIB0imxJWdvvXHxJn98Ngu7zYHeqE/RNI3+Bp7o1cQt1/strp69xuv1PsScYMWSaMEUYGTSkKl8t/WrOw56S43D6eLilWgC/Y2Ehaqz43nL97Hn0HksyakuvFipALDYHCxefTBF4JepWdLDPRnU57J++9rZGtNnYxazaeeplFrW4WGBfPfpsyljvEXtVtVZ/ttaj4ynfkF+5Ct6O7q48XMN+OeXVR4zZ6fDSd02uVcMxmfDz2UKlS7gVRDqjTqKV753Jc4GjnuRl7/pSeFyhQjJH0zz5x/j+10jM/0x9v7sOX7YNZJen3flpa+689vx7xgw5kWP7H/ZpWK9sozb/CVNnvMs5u50OPni2dFYkt04AcwJFg5uOMqKKevuqN9bSCn5+8IcBu55g88PD+P1PW8x+czv2F129sbsTVfIu7WR/N8tSvqXoEpwFQzKbXdMg2KgcnAlSgeUyvLYfj49iSvmq1hdVqwuKzaXnYOxh1h8ZYnbcUII3pjYH4OfAY1W/eneKiTTd0SPlOPqtasJ6cyMvlz8IbOvTWLItDdQNArSJTEnWDDHJ6ePEFDvqVo83qUeH896m1fHvei1nTH9JxJ7PS4lc6Q5wcKNi1H8+PbvWb7uzFi9+RhPvfg9fd/7k06v/MRrQ2cQE5fEwpUHUoR9ZqSuweAXaKLPiOcxpHKf1Zv05I3IQ9v+LbM8rr8X72bTzlNYbQ7MFjtmi51LV6L5dMwij2N7Du1MQKg/umQl55Zr9psT+6dE5rpcLi6fvEpQWABCUT3jtHotepOeQT/2Swkoyw18Gn4uU75OaQqXLcTZQxfcFk21em2Ow7hvsWnediYNmUrk2etElClIn+Hdqf2k94ArRVFo279lth7kWxQtH+FWjCK8cBgDv3uJH978DSQpmmF65oW01G5VjZhrcUz9cjad33mK8nXcU0oc23nKa64aS5KV5VPW8uSLd24LX3VtDcsiV2BLpY1vvrEVo8aUbupmb+yJ3ssT+ZsTZghDCMGA0v3ZFrWDDdc3ApJGeRtSN6wOQgjOJp5j2vkZnE48Q4A2gDYFn6RZvqZuU3+r08rBuEMeLxy7tLPm+jraR7ibAKs+Xonvd47g79ELOX/kIhXrleOZN9qkuO+ZEy28/+SXKIpwa9Hgp2f4so+o3ED1Hjq4+ZjX70/RKAQE+3Ph+GX+Hr0Iq9lGg6fruI3Z6XCyZ/VBj4I2TofTow5BTjl68ipffrcEa6rf0IEjlxg8bE662We9ceVaLHsPXaBacjGUpwe2omSVYsz7bgnRkTHUe6o2bfu3yJZr5rxle93GBeqa0YGjl4mLNxOUqq28EWH8cnA088b9w961hyhYqgCd3mzrVvFuWLexbFu8y63kYsES+fhq2f/IXzR3Ezr6BH4uI4Rg5MqP+bb/RLbM34HLJSlVrThv/fzyHUX2rp6+kdF9fkixr5/ef45PO47io1lv37X6n6l5sndTmnZrxPkjF3HaHbz52NAsC/zdKw+otT13n2Hb4t28N+U1tyyZGo2SbiRtbuUP/+fKEjdhD2CTNtZcW0OFwPIciT+Ki8yv54b1BiOPjWb4I18ghEARCvXC6lIvrC4OlwNFKChC4ZL5MsOODE8x90TZoph2fiaLryxFK7SUDypH+0JtMWnSr6Jld3mPFC1aPoK3fnrZ676lk1Zz/cINj1KOLpekaIXbL/GE6ESvL1lropU10zemmD4ObzlGm37NeTl1oj+R7gTCqzkzJ0xfuBNbGluNw+ni1LkbPP1ENS5HxnoIXW+YLXbeHTaHWT/0JSS5YlmVxypS5bGKOJ0uNdYjnTGfPn+dyTO3cPzMNYoWCqVX5/pUKlsQSzr9CgE2L/c0JDyYXukkwju28xRbF+1yM+U47E6uX4riyqnIXBf4PpPOXSAwNICPZ77Ngvg/mB87he93jKB0tTsLtvrlvT89FlOtZhs/D/7jjtrNDnqDjtLVSlCudhmaP98oy2aeW4JFSonVbGPsgJ9xpkqQVrpGCYz+Ro/zjP4GWr2UO54u8Q7vi2d2l4Pni3clQBeQYppRMvhZuHARbYvmbOLtpH7nky7w6aEv6LPzZfrufIWfT//KnIvzsLncF84d0kGULYpr1mtsvL6Jjw5+SpIziYLGAh79KChUC6mW7evctmiX15QCeoOWo9tu5yqq/1StlPTOqZFSutm5LYlWFv6w3C3iWqPRUKd1DY+1FZ1e69VklxMib8R5nXlptQq1qxSlVLFwTMnRs1ptxmLM5ZKs2ng05XN0bBJDRs6nadcxNH3uWwZ9MpNLV2Pczjly8gr93v+LtVtPcOlqDFt2n+H1oTPYtucMj9Ut7bXP8LBADxt+Zuxfd9hrRTJLgoU9qw9mq62s4BP4dxGdXpcr4fZOh5MbF72nHrp4IvuVgkCNFl03awsr/lhHdA48FAb92I/eX3SlQPF8BOYJoOEzdQkvEpbyEtBoFbV+ohcsiVaunb8dl6DRaPh07mD8gkwYA4xo9VoMfgbqt69N41wSICX8i3vdHmYIo5CpEKOqDOf5Yt1oXeBJtCLjia+CQpxD9Y2OtkXz5eHhnE48g0TikA623tzOvpj9Geb/ceHC4rSw4NJC+pR4EaNiRCdUAaYXeoJ0QXQu/Ey2rzO0QAhC8bzxTqckKOx2oE/NllWp2rhSyotWiPS1c41Ww8FUAhPgjR/7EV4kDFOgEa1OgynASOFyhegz/Plsj9kbtasUR6/znN3Z7U4qlinID1925ZM329KtfW0KZrIuZbU5iE52LXU6XQz43zQ27jyF0+nC5ZLsPniB/h/8RVIqz7rvfluLxepw8+W32hx8++tqXuxSn7CQAIzJ5TF1Wg0mo44hr7XKdnrsoLAAr2UP9SY9IeFB2WorK/hMOg8AikYhKG8Qsdc9s1vmJAvirhX7+OSZr1XBINUXSt+RPXh6YKsst6HRaDySdJkTzCydvIZdK/aTv1g4e1bt95q10OV0ecQjVKhbhukXJ7JxznbibsZTtXGlXM110rXIsww7OgK7y54iiPWKnh7FugNg0Bh4LLwhACsiM65fa5d2SgWoY1sVuQaHTGN6kA5Eem+7VLhwcST+KC+V7M3wKl+w9tp6rliuUDqgNI3CG2DSZD/k/+mBrdgwe6ublq8ogrCCIZSrXTrVNoVP577LprnbWTN9I3qjAYfNzqZ5Ozw8SoQQBKcRPnkKhPLbsXFsX7KHi8evULxyEWq2qJJrKYI7tq7OvOX7iEsw40j2NjIadDzbrmaKjbxBrVI0qFWKfUcuZtiWTquheiU1bfXO/ee4GZWAM5U5UkqJxepgxYYjtE92QT12KtJrW5evxmAy6vljTC+WrTvM3sMXKFwwlKdaVCF/3uwL6EYdH+X7NyZ7bFcUQZOuuaPspMaXWuEBYd74JapZJ5UWYvAz8MaP/Wj+/GNZbicp3syzhfp6+FsbTHq+2zqMEo8Uy7Uxr566gW/7T3TrS6NRqFC/HKPXfprjsoA55WLSReZdWsjZpHMUNBagfUQ7r940Y4+PZ3fMnnTbaZavCc8VfZZd0buZf2kBVyyeeYNuCfzMsnyWDSjDkIoeZaDviKWTVzPh9UkoGgWX00W+ouF8ufiDDIvVA1w4dolXagz2CNgLzBPA9Es/3RMf+9RExSTyx5xtbN51muBAE889VYsm9cp6PDezFu9m/O9rcDq93+vihfPw++he7DpwntlLdrNtz1kcXtafypQIZ9SQToSF+vNMv4lc81Iv12TUseyP11PcMXODI9tOMLTDyBSPJ51ex0cz36Jak/RzTmWEL5fOA86J3acZ0fM7zh+9pLp8CjX/94tfdqVN3xbZamvN9E182/9HjwpYikah45tt6DeyZ66NW0qpVnP6egEOuwOXUyIUgd6oo+QjxRi+/KO7krjKJV24pMvNhz073LTe5MMDH2FxeUYTmxQTQyv9j2FHRmBzWb0e4w2R/F/qhWG9oufV0i9TLcR7YJPNZWNX1G5u2G5S3L8YlYIqooisadBWs5UTu07jH+JP8UpFsvxy3TBnG6NenIAtOcRfCFWx8Avy45u1n96VsohSSmx2J3qdJkdKgNXmoM/gPzhzwdPsKQRM+bYXw8Yv5ezFm1is9nS9shRFEBRg5LfRL7Bm83Em/rXezf3ToNfSsVV1BvT0HvXqcrnYtWI/J3adpkDxcDUQLZMaEKnPPbH7DC6ni7I1S2Yr9iQtPoH/ABN9LZZeZV4jKf52JKVQBAWKh/Pb8e+yPYVeOnkNE173rIAF0G7AE7w+vs8djzktXz0/lnUzt7iZCnQGLS1faMwbP/bPtX7MTjN/npvK1pvbcUonxf2L0bv4CxTzz34VqjhbPF8e+Ypr1utuQlortOgVPUnO7KUb0KGjfHA5jsQdTV4jkHQu3JHmBTyrlEkp2Rm9i4mnflFfXjjRKwYKmQryQfnBGDR3Nw3z0smr+e7VX9yitYUQFClfiF8Pjcm1flwuyZQ5W5k2fydms43wsEBe792Yxx/Nfq0Ih8PJR98sZNPOU27uojqtBj+TjiSzDXsmVbAANIqgw5PVGfRiEyb+tYFZi3ej0Sg4HE6ebFyJt/o29+rVc+bAOT5o9SUx1+NwOV0Y/QwY/AyM3fQFhUp5LsrfTXwC/wFm+oh5/PHpTI9UCaZAI5/MfpcazbNXxOHG5SheKD3Qoz2jv4FP571HjWa5mwpXSklb/+5eUz0Y/Q0sjP8z1/q6tXia2qZuVIx8VeUL8uiz7xIrpWTy2d/ZeH1zlgKzMkIrtLQt2Jpm+ZsSZ48jvzEfOsXTRCKlZPKZ31l/Y6OHOUgndDxRoCWdi2R/MTc7vF5/CEe2eibGM/jp+XH31xQu65n2ISf8NHUDMxft8tCih7//NLVT+alnhyVrDzHi+2VeTTZZpXDBEKYnKz5JZhtXr8cSHhZIoBdPMlBfkGP6T/SMbBZQoa4acHgv8WXLfIC5ePyyV2HpcspsJci6Rd5Ceej1+XMYTPoUO6TRX/WIqd40ZzbDzPAWzg7ek3XllPNJFzibdM7rAuqqyJwVQRFCsC/mwB0L+1vjuGK5SpAukMJ+EV6FPcDhuCNsidrm1fZvl3Y23dh8x2PJDKvZu5lKURQP+35OsdkdzFy02yNi1mpz8Mv0TTlud/POUzizEZjljdTeOn4mPSWLhqcr7GNvxPHdq794r6Er4cSuUyTE5LyUYm6TK146QogngbGABvhFSjk8zX6RvL81kAT0klLuzo2+H3Yq1S/HupmbvZhgZI4LXXd++ymqN32E5VPWYjPbaNTxUWo0r3JXFlGFEFRvWpndqw64pZxQFEGN5o+wb+0h4qMTqNywPCHh3t3rnA4nDrsDgyl9U0akJRKNF/3FIR1cNF8kxhbL2mvruGi+RKmAkjwW3hB/beY+02ZnxsXLU64HJcPALb2ip2xg5kXrt97c5hEg5s7dn5E3ebYBF49f8ciNrzfpcTqcrP97CyWrFEtX03e5XFjNNox+hnSfqbh4S7rVzy5ejcFssbFs3WF2HzxPoXwhtH+iaqbul6D62GfFaCEE6R4Xl2DxvsML25fsSba3p18d7N9kRbljgS+E0AATgBaoBc13CCEWSCkPpzqsFVAm+a8u8EPy/31kQpOuDfnry9k4bFEpmrLepKfKYxXvyG0xt4pmZ4XXv+/LwEc/wJZkw2q2YfDTo9PrOLH7DB+1H4EQasrYbkM60n3I7fTD5gQz41+fxJppG3E6XBSrVIQ3J/anQl1PwVnYVBiH9NTEdUJHmD6M9w98iMPlwC4d7I3Zx+yLc/HTmDBpTTTL14Tm+Zt5XRAtG1CGA3HeA2C0QotDOjAoBkJ0wUTbY9IV1v4afxrkrZfpvbphzbjUc42Q26k0LiRdZMmVZVy1XKVcYFmeKNCCEH1Ipn1kRvvXWrFmxiYun7yKJdGKVq9Bo9EQFBbIW48PRaNVcNgc1G5VnSHT3kCnV2crUkqmD5/LjJHzsSRaCA4Pou/IHjTv7ulFFhJkQqtR8DaXKFYolBfe+p2omCQsVjtarcL0hTsJDjKhURSa1i/LC53redW66ye7aXqTsRpF4HRJTEYdOp2GhESrR3oI9UKyfq+uRyVi9jIDv0XhsoVSMmLevBLNnDGLObDhCIXLFqTz2+1y1SsuK9yxDV8IUQ/4REr5RPLnDwCklF+lOmYisFZKOS358zGgsZQyw6ghnw1fJfZGHL8PncHGOdvQGXS06tOMZwe3T/mhPQjERyewbPIaTu0/R+mqxZg9ZjE3Lt50+2Ea/Ax8Nv/2OsLgFp9xcONRt/zvRn8jP+0bRcGS+T36+Pb4OA7FHsYu1eMFAuWolphxZhKOJKGECgJ6GfBrp3PTPPWKnpqh1Xm5VD+PNjfd2MxPp3/1ek1FTUWokac6JfyKUzm4Em/ufZc4h2esRGn/Urxe9lWCdRlrqDG2GN7aOzhDE1I+QzgjqgzjUOxhxp2ckBJXoBVaDIqBTyt/TLghb7rnZxW7zc76WVvZtXIf4YXDOLXvHLuX73MzwxlMeroMbk/PoV0A+OuLv5k2fJ5bmgCDn54P/3rDazbKafN38OuMTW5mHb1OQ2iwH5E30i/6odNqKJgvmN9G90Svc9dZo2OTaPfi917P8zPpebZdTQqGB9Okflk++XYxW3adxiXdZ571a5Zk+PsdMrlD6qJzx94TiJ+6AZHOmoHR38Dko2Nx2J0MqPUelgQLdpsDRRHojDqGzn6X2k9Uy7Sv7HC3bfgRwIVUny8mb8vuMQAIIfoJIXYKIXZev559G/XDSHDeIF6f0JeZV37hr7M/8Pz/OqUr7B12R7o22PtJYGgAj3WuR4lKRTh94AJxN+I9tDBrkpUF3y8FVJ/ww5uPeRT7sNvszBnrvWrXwNKv0LJAcwK0AegVHSUulyJyQBzxu5OQZnBelsSNtpDwe5qcOi4bO6N2E2m55rZdSkmiIwkN3l3kgvXBdIhoT7XQqmgVLQNK90ev6FMiZg2KgTIBpXm/wrvpCnuXVCNupZTsiN6VqdvlNet1hh/5mtHHx2Jz2VJs/Q7pIMmZxN8X52R4flbR6XXUfboOZbs2wlyqADuX7vVYc7GabSyauAJQzW4zv17gkd7XmmTj96EzvPbx3FO1eOOlZhTIF4ROp6FM8XAMem2Gwh7A7nByPSqetV7Sjd+MTkw3z49Go/DSsw1o3bQyJqOeN/s0IyTYhDE5vsBk0BES5MebfTw9p7xx/HQkCQ4ntpolkUJ4nRhYEq0Mbv4Zr9Z+n/iohJR76HJJrEk2xvSfeE9NPrlhw/d2e9NeQVaOUTdK+RPwE6ga/p0N7b9DYmwiYwf8wvq/VffH4LxB9P78OVr3bX7PA5y8sW7WFkb2Go90ujJcrL21wHX5VKTXql1Ou5OzBy94OxWdoqNLkU50KdIJgI8+H4Hd7P7CkBZI+N1KQFc9wnD7vmiEhrOJZ8lvvB2c9Oe5aay/vt6rxm1QDDTI615Nq0JQeb6uMpxNNzYTY4+hQlAFqoVU8SrEXdLFvEsLWHplOVZpxSAMFPUvkqUEbscSvJeWlEgOxR72ui+7nDp3nVc/mo7D4cSSaMXk9D7rsCavLSXFm7FZvZs2rp695nW7EIK2zR6hbfKMbsbCnfw0dWOWxme22Dlw5BItG92uO7BiwxGGf78s3Rw8Teq5u3sWCA9ixoQ+rNp4jFPnr1OqaDjNGpbDlEXfeavdgSIErogwNY5g31nwYiK6cCz9KnPRkbHEXIslNH9Ilvq8U3JD4F8EUid6LwykvcKsHOPjDviw9TCObj+BKznaMPZ6HGNe/ontS/bwyZx376vQT4o383Xv8R6LgGkx+Bl4vJNq5y5eqYiHdg9q1a4Kj2a++AlwcvfpdBfmnNck2iK374lEEqa/XT/3TOJZ1t/YgE16jkGv6KkUVJG6eTzNFCH6YNoUyjxFxayLs1l+dWWKV5FVWjmRcDKTszLHX5t+9s3s8NnYxSTcchTQanAF+qGkKXWoKIJaT1ZT+w32wy/QRJyX6NTilbJWB+LwiStZyoAJqvtmwfy3Z01mi40RPyz3er5epyF/3iBe7u5ZDNxk1NO2ec5ckQuGB6eYg2RYYHIK0ezqqNJrEru7RW6YdHYAZYQQJYQQeuA5YEGaYxYAPYXKo0BsZvZ7H1nn5N4znNx7NkXYp2b7P7vZsXTvvR9UKvasOpB+5GCyzDX6GyhavhBP9G4CQP5i4TToUBeD6ba2JYTAYNLTPos5fyLSiQqVLlDCbgt7BYW8+jBKpUqzsCd6L3aXp7AXCB7L25DXy7ya5ajXtNhddlZcXeXhQnqn6BU9LfO7R16fT7rAvIsLWHhpMZEW7/lh0hIVk8j5S9Fu22w1SiC1CiS78uqNOgLyBNB3hJosTVEUen/Z1a24CKh2/heHdctSvyWL5PWaMM0bGo1Cq8a3q3ztP3IJjca7UlMsIg9Tvu3llqf+TjBbbHw4ch7PDfwFZ7JGL4L9cIUHpZsw0Bs6g5Z6T9XGlGrx+frFm8watYDfPp7O4S3Hct3cc8cavpTSIYQYCCxDdcucJKU8JIR4OXn/j8A/qC6ZJ1HdMnvfab//dVK7vl0+6ZnL5RYOu5M10zdSp5X3Qin3goxypEeUKkCxSkWo3742Tbo2dMvX8t7vA5k2fC4Lv19GUryZ6s0eod/XPQkrmLUgqh4fd+bo9hNuicR0Ji3Vu1fCEhJPrD0WiaRsYBleLtXXbRakU3QoQsGZxvNHp+iI8FPrl55PusDsi3M4lXCGPPpQnirUllp5anodi5QSm8uGTtGlm6o5NQoKNUOrcyz+hNeF4LSoL6JGNM3XOGXb9PMzWXVtDQ6XHYHC/MsL6VbsObdjvLblZTYoQwOwNqtCUGQMNYqEUfHRsrTp18KtGlPbfmohkSmfzOTGpSiKVYyg74geWS4O3rZ5FabO3+GWU15RBPnCAskT4seJM9cRAgrkC+bj11sTGnx7NqPXa9OdzUUUDEWn0xAVk8ivMzaxcfspDAYtHZ6oRue2NdPNh58ew8YvZevuM27jFMAjLzXDumo/p7JSylRA5Ybleevn23UNNszZxvAe45AuFw6bk9mjF9Hgmbq89/vAXJuh54ofvpTyH1Shnnrbj6n+LYFXc6Ov/zpSSmaMnMf0EfMwx1sICQ+i45tt0y9GIkgpr3Y3uXHpJn99OZvdK/YTmj+ELu+2T/HMqN7sEa9lH43+Bgb92I/qTb1PqTVaDc//rxPP/69TjsZUtXEl3v/jdX548zduXo5CZ9DR/tUn6f1FVxSNQrQ9Br2iI0Ab4HHuo2F1mH9poYf9XkpJrdAaXEy6yBeHv8KanEsn3hHPxNO/EGOPpXl+9xz+u6P28Of5aUTbotEpOprna5phzn0ARQgKGAvQrlAbvjgyPEPffK3Q8l75dykbeDsb5umEM6y6tibVeU6c0snUc9OpEVINk8bEsqsr2HxzKxqh4fHwRjTL3wSNUL1kShUL59jpSDcNUxfiT6feTejdpT7p0bRrQ5p2bZjhtaVHWKg/4794jhHfL+P4mWsoQtCwTmkG929BUKCJmLgkHE4XeUM9v69Hykeg12lIShM2YTToeKp5FRKTrLw0+A+iYpJSMmX+OmMTR05e5bO323m0lx5xCRY27jyFPU0wodMlsTicfLvsI54vMYCE6MR0tXOdQUef4d15ZlCblG3mBDMjen7nZva0JFnZNHcb27rU59G23hWJ7OJLj/yAMX34XKZ+OQdLsjdE1NUYpnw6kxKPFOXErtMexxuMelq+0PiujEW6EsC6kpuXr9P/0Y0kxlpxOpxcPhXJsO5j6flJF7q88xRGPwMfzXyLTzt9gwCcTidCUWjdp1mmGQGdDieb5+9g14p9hBYI4cneTclfLOtVgBp2qEuDp+tgSbSgN+ndKmhllG4h3BBOz+LPM+XsnyhCUcctXfQr2YcgXRCTz/zuWUHLZePvi3NoHP5YSuK2o3HH+OH0TynHWl1WVlxbRXH/YpxIOJluNk2HdHLDdpNi/sV4vfSrTD47hVh7DFJCoC6ABEciihD4awJ4qWQvN2EPsCNqp1eTlCIEu2P2su7aei6ZL6e4sM66OJtDsYd4s9wgAD55sw0D/jcNi8WONTmxWZni+ej2dJ0M77eUkkObj7Fu5mY0Wg1NuzWkbM2s1/ctUzwfv4zsgcVqR6Mo6FKZeG5VrPKGVqMw8sNneOuzv3FJicslcblcPPNkNepUK86sxbuJT7C4pUW2WB1s3HmK85ejKFooT7ptpyY2zoxWo3gIfIAbUQn4BZoYu+kLRr4wnpN7zuCSktB8wcTdTECjVVAUhR6fdHET9gB71xxKqVOcGkuilZV/rfcJ/P8iTqeT6SPmpQj7W1iTbNjMNpp1b8SqvzYAoGgEGq2Gjm+3S6ljmptI2w5kdD+Qkpkj85AUF4rTcfuBtSZZmfLJTNq90hKTv5HaT1Zn6vkf2DhnO+Z4M7WerEaxCoUz7MNmsfFO0084c+AClkQLWr2WWaMW8PGsd7JlohJCYArIvv32sfCGVA+pyr7YAygoVA2pkrIoeqvgSVqc0km0PSbFF37epfleXwxnEs/yTKGnmXN5ntd2DIqBykEVAXgkpDLfVB1BoiMRvcaAXtGR4EjA6rSSR5/H63T/1kvKs2XBxaSLXLFcTRH2t8Z0OP4opxPOUDKgBIULhvL3j/3YsP0k127GU75UAapVLJypaWHCoEksm7xGNaMJWDRxOc8OfpoeH3fO8Ly0GHMwK61YpiDzf3mZrXvOEJ9opeYjRVOic/cdvuC18LlWo3DsVGSWBX7BfEFovCQsVBRB9crq4nSRchF8t/UrEuOSUBT12TMnWoi9HkdYoVCvLtUZpVvOrTKf4BP4DxSWBEu6ni7Xzt/gl4Pf8tqEPmyetwNLooVaT1ajYAnPAKU7RUo7MnoASNWFcu/Gwjjsnj8CjVbh3KELKUXLg/IE0jqLPs4Ai39eyen951Js8A6bA4cNhj8/jlmRv9xRCtmsEqgLpGFeTxNGmD6MGLtnpTApJYGpTERXLd5dEhWhUDdvHVoXepJRx77leMKJlPUCndCSRx9KnbDb2rQQggDd7XYDtAFeTVG3qBtWh+WRKz1eNmr2TZliikq772TCKUomF3fR67Q0y4aycGznKZZOWnPbF1+qysj04XNp1r3RPckaaTDovGbbLFIoFJ1Wg93haaIrkI3KUlqthtd6NWb0r6uwJr9AFEVgMurp3dn9OfFPNSMx+RvdFmfTUq1pZa8mIKO/gZYveE/HnBN8ydMeIEyBJvyDvU9ri1ZUtWX/ID9a9Hycdq88cVeEPQC2nZDKtp0vwoY3XdJhc5Aniwus3lj15wqv9VmdDicndnuar+4l7SPaoVfc/bX1io6Geetj1Nz+YRf1S98lMVQfilbRMrj82/Qq3oNifkUpaCxA64KtGFrpf+jTSbCWFYr6FeGpQm3QCR06oUUv1ICwl0r0ooAhf0pwWGq0QkvoHaRmWDtjk0fgFag5a7Ytvr+ps9q3rIYmzeKsVqNQIDyIyuWyl/2zTbNHGP7e09SoXISIAiG0alyJyaN6EFEgJMfjM5gMfDzrHQx+Boz+BnR6LQaTnid6N8l2RtyM8Gn4DxCKovDisG58/8ZkN0FoMOnp81X3u9KntB9EWtYghBFMrRGaCMB9atzplevs3RSI1Xx7WqrVa6nUoDz5iuQszF9KGwbtScBTK3K5nFkuLHG3qBpShR7FujPj/EysyVp0w7wN6F60q9txzxR+miPxR900bb2ip23B1ikCXREKj4U34rFwTz/xzLA6rWgVLRrhOdtpV6gtdfPUZW/MXjRCQ83QmoTog4mzxzP30jzsad7ROkWXbjGWrLB53vZ09kj0xvubBqRAeBDfftyJL79bQuTNeJCSapWK8PGg1jnygKldtXiOUjjbLDYQwmv1sFotq6pmz9nbSIo3U/vJahSrmLUYhqziy4f/ALJ62kamfDqTGxdvElG6IEUrRHDh6GXyFAql89vt0vV6yQ5SSmTc52D+G7ChetwqEPg56EpA1POQKvXV8pmh/PhRBC5pwGEXVGtamQ//GuRRuzbL/VtWsub3T/n27XAsSamFmaRAMRNTTk+5b8FkUkr2rz/MwQ1HCQ4PpGqHSuTPG+6h8d/iZMIppp+fybmk8wRpg2hbqDWNwx+7o/EfiTvKb2f/4JrlGhqhoUHeenQv1tXrGK5bb3DTepMIUyECdYEpY/rh5ETiHPFIKQk3hPNamQEUMuWsotXNK9E8X2IADi+BT0IRzLzyc7rZUO8F545cZMuCnWh0Gh5pXoXCpQoQ4H93C8mk5srpSL7p8wMHNx4BBNWaVOLtXwfkqCZ1ZvgKoDykxFyPpV/Vd0hIlaPD4Geg/6getHv5iTtqW9p2IKP6AN7SA5tQTTgWVKugC4Qfdh7lyo0PCA4PISSvC5k0TTX/aEsg/HoitFnPDCiTZuCKHcaYd8NYPScUISSKBnR6ydcLy1Cy3khAjeLdtng3dqudmi2rZtlHP6c47A4+ajecg5uOYk2yqXUFNArDl3/kNYvn3eBi0kU+Pfyl26xBJ3Q8ElyZQWUHpmyzOC18d+J7jsUfR6tosbvsNM3XmG5Fn0MIgZSSSKv6wggRwaz6ayMbZm8lMNSfdq88QaX65bI8pjMHzzOowRCP0pkAoQVCmHn5Z0A1x+1cvo+oK9FUrFc21zVYb0z5dCYzRs7H6XCiCIFQBAO/e4lWL2V9PelOsCRZ6VFyALE34lPckxWNQlihUKacHI9Wl7uGlowEvs+k8wAza9RCN2EPqnfMT4P/pOULjTGYDERdjSYp3kKhUvmzVQ5RmhehCnRvpH4JKGBshzA9g17/KMXzC6TzKvJGB3AlAFawbUUm/Q15fkboM3brS0FfCyFcvDnqIp1evs7Bbf4Ehzmo3cyBPlwti7hz+T4+7fg1QhFIl8TpdNHnq248M6htlq8zuyz5dTUHNh5NsVXf8pj6rNMopp7/8Z7MOv65stTD5dIu7RyIPUiULYo8ySkiJp35naPxx3BIB3anevza6+spYCxAs/xNEEJQwJgfu83OW48P5ezB81gSrQgBG+duo/cXXen4RtbuZeGyBb17C2mVlHQZl09d5a3HP8Ycn+weKSX129fmvT9ey1VPlNSc3HuGmSPnpzg73Fp5Gv/ar9RtU4M8Be6uggAk17OwucWiuJwuEmIS2bJwF42euXeZ4n2Ltg8wO5bu8ZqITFEE+9Yd5q3GQ3m+xKu8UuNdnovox7Z/vC+cSSmRjgtIZ+pc7Fl9NFwg9AhDvZQfvIz/Flwx3Db5OAAzMvbDdINRpOMUrvixuOJGIm17EdpSYGoDwkSR0lZadY+i/pM2dH6lwdCcpHgzn3b8GkuiFXO8BUuiFbvFzqQPp3F6/7ksjj37qC6HnguTCbGJnD14/q71m5pL5iteXTm1ipbr1htIKTl84yjr520h7p8knNdu+57bXDaWXV3hdt6aaZtShD2oi6zWJBuTPpxKXJT3zJXRkTHM+mYBP7z1G5vn70DRKAwY0xuD322TklavJTAkgGfffxqATzuOIupqDEnxZqxJVqxmG5sX7GTprzmrSJYV1s/a4vU3IhTBlgX3xnpw6eQVLImeypPNbE+JkpdSsm/dIZb9toYzB+7e8+vT8B9gwgqGcuaAp5Bx2Bz88OZvXDkVidPhxG5VAzg+7/INE7YPd5tGS+tmZOz7yQLahdRVQ4R8izA9hTTPwbtJJzUucKZJY21dB95yujuvgisKNKrdUrpiwbIIaV4J9m1qW0hk0l9IUwdE0DDQ11dNQ9IKpqcQfs8hhJZti7chvPgu220OVvyxjv5f98xk3J4kxiUhhMAvRzlX7s16wjXLdW7abnjd53A50AoNA6e9xclXLqkapQukEwJ66gnqoy6AJzrdS+5tnLvNa1F7rV7LwQ1HUyKm7TY7m+ZuZ+uinaz/e6u6zepgyS+rKFaxMKPWfEKBEvmYNWoB1y/cpGbLKnR6qx15CoQSee46F09c8Yi4tiZZWfjjctr0a+HRf2ZYzepLIzA0IP2ZVbozrnu3/lO6WglMAUbMaSpp6Y06SlYtRnRkDG83+UStDwFIl4tqTSozdPY7uV7zwifwH2A6vd3OzbwAoNVpKFI+gksnruBM43NstzqYP34pr3/fl6R4M+tnzKRxixHoDak0IPsuZFRPRN5/wNQJzH9kMgoTGJq4b1L8wRnl5ViJTJqJtK4AXOA4jboWkFbYmME8VxXwyX9psVlsXmvUuZwur8IrIy6dvMKInuM5sesUEqjwaBkG/zbQq1vrE72bcPbQBQ8tPyDEj+KVi2ar3+zicDn48shXXnPx6IWOBnnrM+HoRE6+eglXvPu9SfzThqG6FmNNHRWDKrjtC8oTkGIWS42UpLgBx96I47VHPyTmWqyH4DInWDh94Dzzxy+ly7vtvebOsVls6QYXeavZnBGJcUl8238im+aqXkH5iublrZ9f9trv453rMefbRR5ptqXLRb2nvJq5c5367WuTp2AokWevpVSt0xm0FCyVn5otqjCk9TAun7zq9nvds/ogM0bOz3FakfTwmXQeYGq2qEqfr7ph8DPgF2RCb9JTrk5pOr3VzmvCMpfTxZUzkcTdjKfvI2+RFPkLQqSd7jrBdQXs+xDaCCAjDcMI2sIIvzTVgfx6oC7spkYHwgCJP4DjIDgOo64RpCecLUjLknR7rvVENRxeCkcb/Q081unRDMacppckK4Pq/4+j207gsDtx2p0c3nSMNxr8z2t+99Z9mlHlsQoY/Q0oisDor977oX+/k2P7/c0r0Vw4dglnOjnnb7E/9gAWp/f7VTGoIg3C6nFjRxQyrb8lah0A83w7Jo2JzoU7uu1r07+lV7dJU4CRyo3UwKuf3/uT6xdueAj7W9jMNlb+uT7dsUeUKeg1hkRv1NHkuQbpnueNoe1HsHnejuRAPAeXT17lf22/4sKxSx7HlqpanGffexq9UYdWp0Fn0KE36hg4/qUc2+8TYhI5d+RilgsNaXVaxm3+kpa9mhAQ4k9gngBa9WnO6HWfYU2ysnfNQQ/lzGa28c/PK3M0vgzHkust+rinPP1aa554sSlnD14gJF8QBUvk58blKOxewsgNJj3Vm1Vh6ldziLoaQ3ghMzqvnoQCXFeRrmjSLc4sQsGvL8K/m+qjn3qXXw+k4wiY/wGhU20KmnBwXiP9hWAvYxDp+9qHFQzlpWHdmDxkGnabA5fThdHfQP2n62Sanyc162dtwWq2ua0tuFwSc6KFzfO20/hZd2Gk0Wr4cvGHHNx4lP3rDxOaP4THOz+Kf3DW3E/NCWaunb9BeJG8WJOsfNZlNMe2n0SjVTD4GXj7l1eo18675hlli/bI3nmLvIYwEl1JSCvpWitCrXn48pHPPHIIVahbhj7Dn+fnwX+i1WtAgjHAyPBl/0tZTN04Z1uKdpoe2gxSGyuKwgd/DeJ/bb9KNjM6MPobKFAiH53eyvoi+4Vjlzi6/aRnJTSrnTljFjPoB88ylT0+7kzjZ+uzef5OtDoNjTo9muX4EIfdwaWTVwkKCyQgxI+xA35m9V8b0eo1uJySrh90oNuHz2T6sg8KC+TNif15c2J/nA4nC75fyqD6Q7BZbG75fVKT3ZlPVvAJ/IcAk7/RzSUwb6E8tO7bjGWT16SYN7R6LYFhAbTp24xXar6Hw+Zg36YAaj4ej9EvjUYoHaCtjBAhyMQ/UDNap0Gawb4FxIseu4TQIIJHIANeB/tR0BRCJv4KzrRlEjJCjzBmnMWw4xttqdakMiv/WIclyUajjo9SvWnlbGnaV05Hel1QsybZuHrGPS3C9Ys3mTlyPvvXH6Zgqfx0ebc9Fb2E8XvD5XLxy/t/Mn/8MjQ6tQi4X6CJhJgkt3WWL7uO4butwyjhxTxUyr+kem1pvi6DYqBsYFlKB5RCV1UhvTT78YeS0CZowUvamKcHtqL5849xcONR/IJMVGpQzs1zJrN7avAz0Lpvxnb4qo9XYvLRsSyZtJpr529QvUllGnV6NFt26qtnrnmvhOZwcf6ou4ZvTjAzf8Iy1s/ajF+QH+1ffZKGz9TN8vOx8s91THh9Mk6HE4fdSWj+IGKux2O32lNeONO+mkt44bBsJSj8rPM37FqxLyV40ttwNDqN1zrAd4pP4D+kvDr2RcrVKs2csYtJjE2ifvvadP2gA/7B/vgFqeaW5TPy0PHl62g0dnTJMShSGhF+bRDawkhNBBjqgHULnqYXC9h3gW09GBp7HYPQRIBGLV0sNflRzUOZaS0a9S/gNYQu8zwupaoWp1TV4lw8cYVNc7dzfNcpwiPC0Jv0VG5YntB8GQf7lKlR0uuCmsGkp1T1Eimfr5yJZEDN97AkWnDYnZw5cI6dy/by3u+v0ahj5iakWd8sYMH3y9W1h+SuYq2eHjB2q5153y3hzYn9PfaVCChO+cByHI07hk2qwkIrtOQ1hFEztDpaRcsz5Z7mj3dmEvVlosf5SbFJzPx6Pn2+et7rGANC/NPNyti0W0P++WWVR2CVUAR6o55aT1SlVZ+mXs9NTd6IMHp81JnYG3Gsm7mFmSMXUL35I1SoWyZLgrhElWJeNV+dQeeWJNBmsfFavSFcOR2Z4pJ5bMdJDm05xsujXsi0n4MbjzDm5Z/cItqvnb/pcZw1ycq0r+ZmWeCf3HPGTdjD7aUoRSNwOSWKRsEvyETPT7pkqc3scEeBV0KIPMAMoDhwFugipYz2ctxZIB7VdcORXlBAWnyBV3eHZb+tYfxrv2JJtBKUx8Fzr0XSsE0sLpeJgpXeQfh1QSRXc5LSgYz7GMxzwFu9VdNzKMGfZdqndJxD3miHd5OODtCCphD4dUMYmyM0WY/4nPXNAn77aDpOpwtnqkUxhKDr+x0yzNTodDjpX/1dLp+8kmIG0xl0FKtYmAk7hqfELnzVYxxrp23ElWZhMzR/MNMuTuTknrNcPnmVklWKeg0m6lzgJWKuZV7IBKBG80cYsfxjr/scLgcrIlex9vo6nC4nj4bVpU2hVpg0t9dMVm5Zw4hG33v9ugqXLcjko+OyNI7UJMYl8dbjH3PlVCR2qz3FFt7h9TbUbVOD0qlejpmxZ/UBPm4/AikldosdvUlPnVY1GDL9jSzFinzT5wfWTL+dt0dRBP4h/vx66NuU2rBLJ61mwqBJHgv4OoOO3098h8Pm4NiOk+SNyEOlBuU9XjZDO4xk8/wdWboe/xA/5kX9nqVjF/6wjB/f+R2b2Yvikyq9qdHfQIV6ZflqyZBsxyjczcCr94FVUsrhQoj3kz+/l86xTaSU3v3JHlL2rT3ED2/9xrlDFwjJF0y3Ic/Qtn/L+5ISwGa1s+L3taybtQW/QBNVm1Rmz8r9OBwmpnwTwLJZeRmx4mMUf3f7rhBaMDymLqDKtFqjFpw3cCXNBF0NhLZUutcmtMUgZCwy9l3AmVxnMBz8uyGQoKsOuupZujdOpxMhBIqicPHEFX77aLqH1ndLeM/8ej4VHi1LrZbec8RotBrGbvyc3z+ZyZppmxACmnZvxAufdHETPntXH/QQ9gCJsUkMqPkel09dRVEUnA4nVZNd6lLnS4mPyrzKFagzi4ySZWkVLa0KPkGrgulHUrtOCK/CHkDvZ8Bus5MQnUhQWGCWM476B/nxw66R7Fl1gNP7zhFRpiB1WlfPdpSow+7gs87fuAliS6KV7Ut2s37WFo81E2+8MbEfxSsVZt53S0mMTaRmy6q8OKybWyHwbf/s9u5qqtMwvMc4jm47gUanrleEFQrl61VDyRtxO81B5LnrHuemR4U6WY+wDovIg0arxetMN9XjZUm0cmTLCbYs2EnDDrkXmHWnAr890Dj5378Da0lf4P+nOLzlGEPaDkuZut24FMXEd/4gITqRrh88c9f6vXj8MlsX7UJv1NOoY11C84fgsDt4u/FQt+Aao7+BNv1bUOWxiuSNyEO52qXTF7aGxnhfCXSAbQ3YVG8CKYIhZAzC4P1HK4xNwLAFHEdA+IEm/ReENy4cu8SYl3/iwIYjaLQaHutUj4gyBdKv9oX6w1kwYWm6Ah/AP9ifAd/2ZsC36VfeDA4PJOqKx+QVu83B+aOX3Ewde1cfYOoXf9Pr89uJ1EpWLe61QM2tFAeg2m0DwwJSfNIvnbzCxjmq62HDZ+oQUTprs57Dm4+lu08Az+R9EZdDTUDX89MudHitdZbaVRSF/7d33uFRVF0cfu/23ZAECL33ItJ7tdC7UvwUUVEUELEjCIgiIiJ2EAsiIipKUaRXQXrvvUqJdAjp2+/3x4SYzc4mG1IIMO/zQLK7s3PP3iRn7px7zu/UbV2Tuq1vXmDt4Kajqj8ve7yDZdNWB+Xw9Xo93V/tTPdXA+/xFCieH71BhydVJpfL5ebQ5mNKDD5pkXDuxEXGPPoZn68bk3xcrQfv5fTBSFVtoBsIncBsNfNsUl/fmKux/D1zI7HX4qj14L3c07iS3+93g/a1seaxYI+3q3aBS4k93s76P7ZkqcPPbFpm4RvNyJO+FgpwnASWCyF2CCH8t9FTIIToJ4TYLoTYfvly8FfZW43H7WH1bxt4+6EPeb/X50x4YYqftO+NeJ/LmfW77wA/vP0b/WsNZuqIGUx+Yzq9y73AmlkbWTt7k4+zB+UPbNG3K6jaqBJVGqQdPxXCgsg3FUReECHKv2RSZG7IaGTUAKQrcE9PIYwIYw2EIY0LjAox12J5qckI9q09hPRK3E43a+dsCip1Le66fzw7ozwyuKtfg26DyQASP6fgtLtY9N1fPs8N/KwPZpspeYNOCDCY9Oh04r8KZa+kUcc65MkbwpxPF9CvxmCmjfyVaSN/pV+N15n9SXCb3iHhIappuTq94PTBSKWvgt1F3PV4vh82gxU/rQl2GjJN2j/zrLvz7fx8W+Xnk/LsSbUGqTN8vB4vR7ef5NqF/y7ojwzugi3M6nMHZLGZ6fBcK+q0rkGRsoVo0aMxX24ZS/maZdi9ej+Pl3meyUOm8+OombzZ9j3e7fGxX6qtwWjgs7WjKVezNCaLEbPNRN5C4T4Vyje4EarKStJd4QshVgJqnQtGZGCcplLKc0KIQsAKIcRhKaVq0q6UcjIwGZQYfgbGuGV4vV7e6vwB+9cfTrfox+uVRF2MvmnZ4EAc2Xac3z9d4BfaGP/0JOq3q61ql96oZ++ag0HlQQtTLSi0AZzbkY6/IWEG6jn0TmTC94jwcTf1OQKx7IfVuOwun/RJt9NN7PX4NKopwWwz0aJn40yP3/Lx5kQeO8fsj+ZjMBlwO91Ub3EPu/7ah/T4/5qmblRzb7OqfL5uDD+Nns3JvacpWaUYe1YdwOn57+fl9XhZ+fM67m1+Dz+89avvz9LlYdrImTTpWj/dlX6bPvcz78slfpksXo/E6/G9ODkSHPw8eg6tn8i6JhtpUbVRRdWLkSXETLunH1B5x81Rqkpxhk5/iU+e/QrpUXSWCpcuQEKsnSuR/puvOr3wWaDlL5KPb3d9xIyxf7B92R7yFQ6n5+Auqqttj9ujGqbasXwPa2Zu5MFevrLXxcoX4ZsdH3E58qrSM6JYPh4r3s9vgWg0G2nfN/2N8IyQrsOXUrYK9JoQ4qIQoqiU8rwQoiig2t5HSnku6eslIcRcoAEQuErjNmPr4l3s33AkqApPISBvOpkjN8NfM9apZi/o9TrscYno9Dq/W2mBIE++4FcQQhjB3Bg8ZwL2YlXaHK3BG/UiwtIaLO2V9wWBlE5w7gC8SeJp/62oT+497efAQOnR2vihBmyavw2324M3xS28JcRM8YpFs+SPRghBn3cfpedrnTlz+BwFiuenYIkIBtYbwrGd//japBPUa1fL7xwVapfl3blDAFj3xxYObDjiV9zlSHAw94tFqrf7Xq+XDXO38sgbXdO0tXTVErw46VkmvDAlOTdeCEFCbKLqea+eV6uKTh8pJUe2HSfmahxVGlQgLCI03fcYjAbemTOYkV3GKZu2DjdGs5FGnerSPAMFc8HQvFtDGneuy4ndp7CGWilZuRjfvjGd+V8u9dPXCc2XhyJlfQMUBYpH8NKk59Id59CWY36FU6A4/aXTVvs5/BuklEYeu2QEIzqOxe30gFAWMwM+fYoKtYLfDA+GzMbw5wNPAeOSvs5LfYAQIgTQSSljk75vA6Sf1nEbsWnBduwBKhBTYrGZ6fZyR9XmB5lFeqVa0ykkUOO+auxff9jPYZqsJuq0vAntfHMLVAe7gfcqOJYhHWsgZjQSHegLIUIGIqzq8WLp2IS8/iI+u415P0OYlZVnpXrlWff7Fh9JA51O0vmpCzw5dB5XXpNsWF6d69fv5eo5O45EJ4271OfBXs2ydL5DwkN8ah5e++55Xr//HVxONy6HC7PVhCXEQv+PnlB9vyPRgdvpRnrV9x2kTPoXYPxgw2Bt+zxAs4cbsHv1AUxWE1UbV6JXyf6q8sVlqmVcovjCqUsMbfMeUReuI3QCt9PN4291p9fw7mm+b+P8bfwy5nfMNhP5i+aj5n3VaPl48+Q2mFmNwWigcv3/Grz3Gt6NDX9s5fqlaOwJDgxGA3qjnjemDVKdW7fLTUJsYpp6PWq1ET6vBUGVBhWZee47dq8+gCPBQc37q910L4m0yKzDHwfMEkL0Bc4APQGEEMWAKVLKDkBhYG7SBzcAM6SUSzM5bq4iNF8IeoPe7ypvspoICbdx/eJ1QvKG8MjgLvxv6EPZYsP9/2vK0qmr/O4yvG4PHfu1olCpCD4f8B16gx4pvYSE2Ri7ePjN9YUVYYpMgkxvL8Ku1PQDuK8jo4chvZfRhfjmQUtvNPL6AKWYK+XzUS9CwVUIfQHaPHkfM8b8jsvuTM6WGfplJE3aRWMyeihWCno+exl0exEFFiN0gfu9ZiUVapfl+0Ofs2jyCk7tP0vVhhVp/2xLQvP5jh9zNZZPnv2arUt2Ib2SEpWK+sWSQbkreejF9nze/1u/13Q6QdOHg5SXRrk4NX1IOX5Y+zG47P4bkCaLkX4ZFJqTUjK8w1gunLzok7n069i5VKpXIeAG+cJvl/PN69OTL9oxV+I4f+ISHZ4LGETIcsLyhzJ578esmL6WXav2UbRcYToPaEPRcr66SR63hynDfmHB18vwuL2E5s/D85/14QGVTeUqDSr47ReA8rNs2yf4MJXBaEgzuSAr0BqgZAFnDv/LwLpD/FbQIeE2Zp6bjMFoQKfXZXs65tev/sCi71bicrjR6XXodIKXvnou+ZfOnuDg4KajWPNYqFy/fIb08VPijf8NYj8gfSVNFUQIotAWRArZBJkwExk71s/hgxkROhiRdIG4dOYyk17+ge3LdlOigpuJi/ZjMKZ2YlYIfR1dSMbVMrMLKSXP1x3C6YNnlVv2JEwWo7IwlBK3S8maafl4M175pj9zJy7m+zd/UfYspLLh2Pcmtf5P7j3NS02G+8WIhU7QdVA7Xvjcv1o6Lf7Zd5qXmoxQDWE27FiHMQuG+T3vdrnpUagv8dG+VdtCCBp3qZcc6sotfPnS9yydusq3lajNxLtzh6hmKe1Zc4C3Oo8Dr8TldGEwGWnYsQ4jfg2utiAr0RqgZDOlqhTnlW/78fmAyckrZoNRz3sLhmG25lwbtec/e5rWT93PpgXbMVtM3PdIEwqXLpj8usVmvrkQTmrce7gpZw9K/r3nAhhSSAfI2AB3C06kNyY5d6NQqYLJjkEmLkRGjyR1f11IBOc2yGaH73bduKim/8d8eOtx/j123sfZg3Ih6NS/DQVLFsAeb6dBhzpUrlcegG4vdaRx53psmLsVKaFYhcJcibzGhj+30qBD7QzJEZzYc0rVTumVRAdZDJaSuOsJqhuvoNzJqHH1XJSqFo+UksNbj2fYhoxyI1smmCKmxHg7S75f5bfx7khw8tPo2aoOv+Z91Zhx+mvWzNpE7LU4SlYtTtT5KP76eR2Nu9TLlvDMzaA5/CyiVe/7aNK1AfvWHsRoMVGjRdUsb10WDBVqlc3yjR4/9BVQmosHK4SWEi/oUom5mJoAE/B33paAOf3oi4FQC3YbIQOtFDPK0R0n+HzAZI7v+geD0UDrJ1ow4LM+WEP8m63f4PzJiwgVh+tyuLly7hoDP1fP/y9atjAPvdiedx4az4/vzER6veiNeqwhFj5dOzrovPziFdSS7JQ7jNLVSgR1jpRUrFtONZfeZDXRrJv6xmtYgdCA+xbZ0df1BtcuRPF5/8lsXbITKaH2g/fy6uQBPguh1ERfjgko5ZxaXyklofny0Kl/a34aPZsPen2OEAKhF3wx8Dve+X0w9dvWyuzHyTSaPHIWYgu10rBjXeq0rO7n7L1eL7tW7WPxlL84sv3ELbIwaxC2booKpk/etAH0JUHkT8rTV7uzsYC1q198XRjvAWsHpRgrGZtS8GWsrW6Esbbi9FOvWYQBYXtM9S2gSATcbF7+xdOXGfzAKI7tOJmcz73y57WM6vZRmu8rX6sMXpUsDrPVRLXGaYuv/TlxCXvWKBt5TruLxFg7UZeiGfPoZ0HbXbVRJYpVKOKnZmkwGejwbMbj5xabmRcmPKPUFSQ5RrPNROHSBek8QF1AzRpiodUT92G2+uabm21meo8MrPnuSHRw/XJ0wE5paeFxe3i56VtsXbITj9uL1+Nl16r9vNhoeHJrSjUiiuVTvSMSAirUKZfmmAc3H2Xm+Hk47S4ciU7scQ5FFbXHxySqiPTlNNoKPweIuhTN6/e/o3S0kRIpoUrDCoxdNByTxcThrcf4bsjPHN/9DxFF89F7ZI+AqVy5AaHLB/l/Q8YMB9d+QID5fkT4GGVD17kFZJzSMjFuwn+SDNZuiLDh6ucM+wDMrZCJvwNehPVhMKvLUEjXAWT8NCAEdEUV/X70SiZQ+DhFtC0VF09fZtyTEzm8+SigVL4O+XEQpasqK1yvV+kxGhJmC7iRPXfiYj/ZaafdxYH1h4k8eo4SlYqpvq901RLUaV2DnSv2Ju/z3BDIavdM2imji6es9Iu9S6/k9IFIrpy7RoFiKtKXqRBCMH7l23ze/1s2zd+O1yspX6sMr0953keOICO0e/pByt5binmTlnLtfBSNOtej7dMPqN7pXDp7hT++WMTpA2cpUrYQ545fRGcQGM1Gnvuwt6pgW2K8nQkDv2PNrE2AJF/hvLz8dT8atA+wAFBhy6KdRF+J8am2VRrk2Fk7e1NAwTOjycgTox5h2sjffLLCTFYzfUb/L80xV0xfowjkpUKn17F96e6ghPayE83hZwOnDpzlyLbjFCpVgJr3V+OTvl9x7sSFZGEvgEObjvLze3No1q0hgx8clfxHnRCTyKf9vuX6lRi6vdTxFn2C9BHGioiI2UhpB3Q+m7AkhWEEIG2PgvcqEi/Ef4e83AopTGB9FBHyVHKOvhACLK0QlrRXnN7EpRA9BHCipHCaQZcX8k1FGCr7XCD+nrmBX8fN5dr5KBJiEnE73clZJcd2nODV5iP5+Z+vWDNrI1OG/UJCTCJGk4Fur3bkyXd8tXSklGxftge3yz/TxWAyEHn0fECHDzBy1mvM/PBPFn67Emeig4ad6tJ3bK90dfQDadALnfD5fUqPsPyhvD17MC6nC4/bi8WW+b2lyvUrMGTaoDSPOX0okpcaD8dpd+J2etAb9BhMBobPeJmGHeoEvLiO7fUFO1fsSc5kunTmCqN7fsxna9+jYjqr7BvsWLlXNQ01Mc6u2iwlJT1e7US+QuH88v7vXDsfRcW65Xh2XO90w6Vup0u11kHKwD/LnERz+FmIx+1hzKOfsXXJLqVkXifIWzCcS2cu+2l6OO0ulk5dxbGd/6hKMEx/ZxZdnm97S/YB0kJ6rip9aL1RCFNDMDVS9GC8cYBA6HwdmBA6pC4UrnRUNmtviEbFTUC6diDyfR382NINMW/ju3fgAK8HEv/wuXuY+dE8fnp3tmrDceVcihTxd0N+YsVPa5OPczvdzPlkIULoeCqFPO2HT03k9IGzqudyOVzpxsKNJiO9R/ak98jAyp1qPPhYM2Z/PN+vqK5A8fwUKpV+tbY9wcG6OZs5e+RfylYvTdOHG2SJsw+Wr1+dRmJsYrIEsMftweP2MH3ULJp0Udd7vxx5lR3L9/ilrTrtLmZ9NI8Rv76a7rhLf1jFgq+Xqb5mzWOhXI0y6Z6j5ePNafl4xu6073ukKX/P3OiXweRxuanbJrAoXk6Ru7zJbc7cCYvZtnSXz+6+I8EZUNzL5XRzfNc/qq+5XR6iLkZn64ZWRpGOzcjr/ZVMGxxKWMV4j1Ih6z6oHGOsg8g7HqFPsdpNXAieq/gqBNrBsQHpOoIwVg7OAM8plJV9atzgWA0oDt+R6ODn0YGdfbIF8Q7W/r7Z7zhHgoPfP1tA77e6ozfoOb7rn6TQgjrVW1RV7X+bFTzyRlc2ztvGhX8ukRhnx2Q1oTfoGP7Ly+mm+V48fZmXGg8nIc6OPc6ONY+FqcNnMGHz2HT7BGQV+9YdUms9zMm9p3E5XarZRpfOXMFkMfo5fOmVRB49n+6Y9gQHEwd9H1CczGQxZqieISPUbV2Dpg83ZMNcpUhQp9ejN+oZNPEZwvKnX4mc3WgOPwtZ+O0Kv9W61+NFCP9+23qDniZd6nP28L9cvxTtfzIpCYsIXDwUcy0Wp91FRNF8OSK3LKUbef2lVLnyCeBKVSfh2o68+j8o+FdymEc6t6HaNQuh7AEE6/BFmNIuUQ1d3uRvzx2/oJoVkxpFtVD9omCPdzC0zXs06FAbR4ITj0ooB5TQygOPNkt3rJvFFmrlq+0fsnHeNvatO0ThMgVp/cR9hBcIS/e9n/f/luuXY5IXHIlJomnfDp7Om9NfzDabU2LNY/FLbwQwmgwBwzklqxRTLUozGPVUa+r/u3L1fBTzvlzCkW3HKVujNFUbVlJtcH+D2q1qZEu1OyihyaE/DmL/c63YMG8rtjxWHny8OSUqBt/fITvRHH4WEqipscFkwGAy4HF7cSY6MVmMeL2StbM3ERqRJ1mM6wZmm4lO/Vqr5vBfPR/FuN5fcGDDEdAJChTPz5Bpg3y6/WQLrv0qevhqeEHGKStuS5Jmu6E0YMJvdS50oFdPGVRFVwB0hcCbKrQirAhbn+SH+YvmS1PWFpSfSYESEeTJG8KhpI3clEivZM/fBzi85RhGixGh1yFVmqYbDHqKlAkkEps1GIwGWvRoTIsewYvAeTwedv61z+/u0uP2sGHuFiBnHH6XgW2ZNX6eT1GiyWKk9VP3B6xhCMsfSpcX2rHw6+XJ2TRCJzDbzDwyuIvPsWeP/MuLjZQ9ApfDzd41h1j4zXLV3gU3zlPmJlJRM4IQgurNq1K9edVsHedm0NIys5Dm3RupllgXKBHB9ONf8tS7/6Nhhzp4PF7cTjf2BAeXzyqZOyHhNgwmg1JaP6g9z6losUgpeaPlKPatO6Rot9hdnD9xkWHtxnDpbNb1lpGug3ijXsZ7pRPe6GFI9ykkLtJvT3jjBA7wRCY/FNYeIFLPi07JxzcF78Rk7IfgVZHMtnQGy38aPeEFwmjyUH1MFt9VnM6gIywiD/kKh9Opf2smbHyfR97oovozu4Ej0ancBQRYMOYvlo/qLXLfHzYE1nHJycrPx0d0p1m3hpgsRkLCbZgsRuq0qsHzn6bdZrDf+Cfo/8mTFK9YlND8eWj6UAO+3DqOQqV88+e/fmUaCTGJydlTbpcbR4IzOV00NUaTgXbPtMyaD3cbckeu8OOux7P61/VcOHWJqo0q0bhzvZvTjMkgvUf2YNP87YowU7wDo9mAwWjgzekvkrdgOI8M7sKGP7f6ZVd4XB70Bh0fr36HS6evUqpqcdWKwP3rD3Ml8prfBrDH5WHxdyvpM/rRTH8G6diIjBpAchaM+4TS7Srs0wycxYv0JiZn6Qt9Icj3o9LtynNeOa+xFiLvJ8mtFNO1yxsbQJJZgEzwc25vTB3I589/x5qZG9HpBJYQMwO/eJoHH1M24aSUfPXKDyyavBKDQY/X7cErJQLhl/PtdropUDw/cdEJOOIdya+XvqcE45a9leOl88Gg1+tp0L42W5fs8tF4MpgM3Pe/Jjlnh0HPmz+9RN8PHufMoUiKVSgS1H6HEIJO/dvQqX+bNI/bs+aAao6+2+GmUKkILkdeS47lh+YLYczCYUQUzed3/N3CHefwT+w5xeAHRuFyunEkOLDmsVC0fGE+W/setlBr+ifIBGH5Q/lu36es/nU9e9YcoFj5InR4rpVPrvSp/WdU3xt7LY4hrd7DYNTjcXupWKcs7y8a7mPzpTPqq3iX082/x9LfzAoGGTMK3ywYD8gESPgRpZgqfQloklIwvbrQZKE0YaoJBZYpK3RhQqSIufvZIB3g+Bu8MWBqiDCUAs9ZpdhLph5fguuA3znMVjNDpw3ipS/7EhsVT0SxfD4X0dW/rmfp1FW4HK7k+xahC6x6GFE8P9NPfMm+tYeIuhhN9RZVs7ynQVbzyrf9eLnJW0RfjcGZ6MJkNVKoVEH6jVdX8sxOCpaIyJYEBEuIRVUW3GAyMP3EJI7tOMm/xy9Q9t6SlK1e+pa0F81N3HEO/4PHv/CppEyMs3P28Dl+GzeXZ97vle3jW2xm2vdtSfu+6reNhUoV4NR+//Q+KZWmGc6kPdEj247z5UvfM+SH//KcK9Urh0cl48cSYqZGi3sybbuUiYpjVcO1G/IMgrhJBCepkAhxnyFtj6bQtXeBcz3SsRapK4Kw/Q9h8M1rlq4DyGt9AHdSNpBXyeUPGQhSLUNHgKGCyvMK1jxWrHn8L/RzJy7x27CVXqn0yk3VO8ASoshaG03GNPvN5jbyF8nHtKMT2LJoJ5FHz1Hm3lLUa1szV96R3CydBrRmzqcLfTaGjRYjrXu3QK/XU6VBxWyTXr4duXN+8igbmudOXPR73uVwsWrG+ltgkT99Rj+q2s4sNS6Hm79/24A3hf5IycrFady5ns/7DUY9YRGhtHqiRRZYZwICZC/owhEh/SBsJOhLoKz20wuTCXCfAkB6E5BXuyNjRoN9MSRMR17pirT/1wpQSg8yqh/I6KQN4kTAAQmzEK5dYO2CouGTEjMiz8AMf9KEGLWsIUXuoGi5wlhCzNjCrBjNRjoNaBNUV7DciN6gp0nX+jzyRlcatK99Rzl7UMKoDTvUxmQxYguzYbaaqN68KgM+63OrTcuV3FErfEXBT/2ePJC6X07T9KEGvDjpWaYM/YW4qDhMFhOORKdqxxy3y6PEH1OYPuznl/hz4mIWfLMce4KTpg814Ml3eqquYjOKEHqktQckzsF3FW+FkKcVMShbT7D1VDTsLzXBp6dtaqRLyawBZMLPSc7/xqraDbiR0UPBvEmpuHXtVcJHfiQiE2Yi8k1CinyQ+IuSHqovhwh7G2GspowhncjYzyFxpnIeY92k1/31apo93JDZJxf4pf+ZbCamHPiUf/aeSa6wzF/k7o35ZidSShZ9t5Jfxszh2vnrFK9YhP4fPUnDjv5SC4Ewmoy8PXsw509e5PTBSIpXLELJyv7SGhoKmdLDF0L0BEYBVYEGUkpV8XohRDvgC5Ql4RQpZVANT29GD39g/aEc3/WPT9GFyWqi1/CHeXxEYJGmnEZKSUJsIpYQM6Me/ogti3f6FYpUbVSRCRvH5rBdTmT0m2BfkRQzd4HtUUToMJ8NVik9yEsNFGnjQJhaoMs/RTnn1R7gPqxykBnyTUVnro90bEFef15J60yNsTG6iB+TxpaA2691ojfqBXCsw+diJUKUhih63zzouOvxDKw3lGsXruNIcKA36DCYDIz49VUad1aVEtfIYv6YsIgfhv/qI2RmtpoYNXdItjcCuZNJSw8/s8ve/UA30uhPK4TQA5OA9sA9wGNCiMwHnFWwJzhokKTPoTfo0Bv0WELMVGlQgZ6D0+4DmtMIIRShLr2e5z/rQ568IX5phNFXYtm5cm8O22VCl/dTRMHViHw/IAqtRxc2wi+bRgi9ElcP+CtkgLAP8Ea/jbxYN4CzB3BA1DNI+2ow1UL9Ds2KsP6Xfy2E8Hf27pPgWIPf/oJ0IuN/9DtjnrwhfLv7I54b35vGnevRaUAbvto+XnP2OYTX6+Wnd2f7qVY6Ep1MHT7jFll155MlHa+EEH8Dg9VW+EKIxsAoKWXbpMfDAKSUH6R33oys8O0JDl5sNIzzJy8mV7vqjXq6DGzL85/2yfW789FXYhjb63N2rz7gs2Fotpr4YOlbWV7EIZ3bkIl/gHQjrJ3A1CLDcySlRMaMg8Qf/F/UVwB9oaSm5MFk9lgQhdYgHdsgejA3Qj4IGxjuReT/QbUZutebADFvgX0JAcNLxoboIn4K/oNpZDuxUXE8UvQ51QI5a6iV+dHTb4FVdwbZucIPhuJAytSPyKTnVBFC9BNCbBdCbL98WaXIJgBLp67ycfaQlJ8+eSUJsTfZnSkHsYVZObT5mF9lpCPRyQ8jf8vSsbwxnyCjnoXEP8A+D3n9ZWT0GxnWHBdCoAsfhsg/C0QqBUPPcXBuJDhnDyDBvhydtQ2iwEIIeQ6s/0OEf4LI/6Oqs5f21XCpIdgXEngvwQDG3FkYdTdjC7MGTF4I1LBFI/Ok6/CFECuFEPtV/gUbI1FbNgb0LFLKyVLKelLKegULBu5Kk5r1c7f46diAsso/tPlY0Oe5VUSn0DxJzZlDkarP3wzSfRoSpiVp4iT9GGSCErN37bi5kxprgshscwcH0qN0ExKGUuhCX0UX/h7C0lIJH6VCug4q2j7pXVCEKbknrkbuQa/X0/utHn7KnWariafHBG5go5E50s3SkVJmtqV8JFAyxeMSwLlMntOPvAXDVEXKvF5JaL7c0U8yLcILhiECZBKVrBxYZz3DONYFeMGOtK9CmOohPefBcwkMFfzkjgOcFLwXgjRAEPB67w3cPi41Mn4q6sqZKTDWUbJ0VBqiaNx6ur/aCZPFyM/vzSHqYjRFyxem/0dPZqjJiUbGyIm0zG1ARSFEWeBf4FEgyyugur7Qns0Ld/pI3QohyFc4nEpJjaFzM0aTkZ6vd2b2x/N9CoLMVhMFS0TQo3BfXA43jbvU47kPe/uVh+9bd4ilU1fhSHRy//+a0KRrffWca2FDPX/eABjwXnsanNuTMnTcSGsPhKEE6CLA3Bqhs6m814SSH6+e255icJQ8fy/+/WsBj38NRUDcR7lx4fC4Yd2ivGxcGkZoXg/te0VRoX4ndHnHAMpew6Etx7h+KZqqDSvedJcnjaxFCEGXge3oMrAdUspcv892J5DZtMyHgYlAQeA6sFtK2VYIUQwl/bJD0nEdgM9RPM1UKeX7wZw/o2mZf0xYxNRhM9Ab9UivJG/hcMYtfYti5W+PmKCUkjmfLuC3D/8k5kosJSoVxWgx8u/R88nl43qDjryFwvnh8BfJufc/jpqlNMlIdCClUhlap1UN3vl9sJ/Tl94Y5KXmKEVN/+F0WNi44l5O7j1PyQoJNO90HYvtxu+GHoRSaCXyT0MYq/vZ7r3+BtjnqXwqHYhQwAPGemB7DFRDMWYI6YcuNH0VR+UzNAUcuF3w5v/Kc2yvFXuCHp3ei9EEAz7uSafnH+XSmcsMbfMeV89FIXQCl8NN91c68szYXpqD0bgjSWvTNkuydLKLm8nDj4+O5+DmY4Tlz0OleuVv2z/q65ejObH7FKO6feQnAWAJMdPvoyfpPKANl85c5ukqL/vpiVhCLLzz+2DVfGbpWI+8Pogb2yvXr8DLnWsQfTmWxHg9FpsHa4iXLxYdo3CJVDolusKIgmv80jTdcTMg5j10OpXNU2t3dOH/JWV5o/qDI+WGrg5EHkSBZQh9+nor3vgfIfYTwM6qP/LyxZAS2BNSNeg26pm0YzxvdRzLlchrPhvSlhAzQ358kebdGqY7lobG7catztLJUULCQ6jfthaV61dQb4AtJbtW7ePDpyYy8qEPWTp1lY98wa3m3IkLDGo0jMdKDmBEx7GqG9H2eAeHtyob0TtW7FWtIrbH29k4b6vqGMLcDFFoEyL8I0T4OCaPe4LLkXYS4xWnaU/QE31Vz+eDVXTDZaxfTv22Zbt566E/cdrVc+gx+F50RN6JEPIkiHDArKSERswJytkD4D7EjXz7NfPz+jl7UKqU+9d4PVl+OiX2eAd/Tlwc3FgaGncQd5S0QjBMHvIT879aijNRWblunr+dr1+dxidr3k23QXF243S4eKXZSK5fjg7Yng2UyuHS9yjO2BZqVdX+1hv0hISrxdsVhLBCUsPwjfN+9pNc9np17N4QiscNep/fEkHKFMh/j5/n3e4f40jwcnSPlcq1EzBbUoSCdKEIa+dUY5sQoW9A6BsB7UsTQ1XACiQSEupBCImUGbuTSymwp6Fxt3DHrfDT4uyRf5n35ZJkZ3+DhNhEXmvxNvEBBLVyis0LtmNPsKfp7IVQmji07fMAAA061lE9zmDU0/rJ+4MaN1CzCJH8X0pMYPivUHrBN8txu9yAYMTj5Zg/NYLoq3oS4nRExTRFRPwRZKZP+rhdbhZ8s5whnfcQF+3B6xV06H0NkyVjd2gmi9EvnCOl5Or5KOKjtQuBxp3LXeXwdyzfG7D1mdPu4u/fNuSwRb5cPH1FtZcnKE5Zb9BRqX4FPlv3XnJPU2uIhTELhhESbsMWZsUWZsVkNfHipGcpVSW4dMT7Hmni1/VJb5DUb+lEr7+hTmlWWgnmneCTF3/p9JXkhi5Ou44pY4rzSPV76VW3Pnt3Po3QF1J0dxx/I+O+Q9pXImXa7QfVkFLydtfxfDt4Onv+PssLbcuxa10oVesl8PirV4M+j86go2CJCB5+6b8OWXv+PsAT5V/gifIv0KPwswzvOJaYq2loBGlo3Kbc0SGdyGPnWfjNMi6cukzdVjXQm/QI1Towpdfn5cjgHUdmOLrjBMd2nKRQ6YLUaVU9uTFH5frlMRgNuJ2+G5/WPBZemzKARp3q+RWqANRocQ+zLkxh96r9OO1Oaj94LyHhwa+q+41/gkObj3Lx1GVcDhdGi4nwiFBe+eE9RL6DSOdmhK4AWDr7xdnrtKrBtqW7/DaWPS4PVRtVVFQ1rz6q5OlLh5Lto8sH+Wci9MEX1u1ff5h96w4mp91eOGNm+GNlseQxM2b+MLonbuPPL5f6dRNLiU4nePjFDjz17iPJGU7/Hj/PiE4f+KTz7lq5l2HtxjBp24dB26ehcTtwxzr8bct28273j3C7PHhcHrYv20PeQmEE6qhntpmp2shfRjcrcTldvN31Q/atOwxI9Ho9YQVC+WztaAoUj6B686pUqF2WoztOJIedjGYjRcoWonm3Rmm2aTSZjdS8/x7On7zkF49PD0VI7GN2rNjLP3tPU6JyMRomidBBM4S5WcD3tnqiBXM+XcClM//dnVhsZh7s3ZwiZQrhjR4GnjMk98OVbvA4kDGjEPkmBW3jvnWHVDsbOeKd7F17kD7vPcb+9Yc5c+hf7AkO9AY9bqcbvV6HV0pMFhPtnnmAAZ/4Vt3+OXGJn56L2+XhzOF/Ob77n1u+r6OhkZXckQ7f6/Uy/qkvfTJcHAkOrp2PounDDVg7e7OPjIHBqKdMtRLUa5u9kqwzx89j79pDPt157AkOxj0xkY9XjUIIwYfLR/Lbh3+yfNrfeD1eHuzVjF4juqfbk3f2J/OZPmoWQidwOz00fbgBg79/HrPV/45ADZ1OR/22tajftlaGPpPFZubLLR8w55P5rJmzGVseC10Htaf1k/clfcAl+Dc/d4NjFVJ6g+5pm69wOCaL0e9Owmw1kb9IXiw2MxM2jWXHir0c3X6CQiULUK5maTbM24rb4abpQw2oXN+/M1bk0fOqvQh0eh0XT13WHL7GHcUdl4cPcObwv7xQf6ifcwAoXrEok7Z+wKRXprFzxR5MFiNtnrqfHq93UQ2XZCWPl32eS6f9+9IaTAZmX5hCnrw3t7m5ZvYmPn56ko/UrMlipMUjTRg6bVAa78x+vBdqoN4SUY8ofCBohx8fk0CvUgNIiPEtGLOFWvnl9Nc3PXe/ffgnP42e7XMRBqVN3rTDX1CoVPBhJw2N3MBdlYcPSsxbrfcrKA4iJDyEIT+8wG+Rk5l+fBK9R/bMdmcP4HYE3qxUMl1ujhljf/fTFXfaXayZuZHEuFusFGppjf+NpA5MzYJ29gAhYTbGr3ibgiUjsIRYsISYKVAiP+OWj7xpZw/QsV8rQsJtPndQZpuJBx9rpjl7jTuOOzKkU7BEBOVqlObYjpO+zahtZroOanfL7GrWvRGLv1vpFzMuUbEoeQuG39Q5vV4vpw+qq2nqdILYqPgsaX94s4jQ4UjXTvBGKaqcwqZU1YaPzvC5KtevwC+nvubUgbMgJWXuLZXpSurQfHn4avuHTB81iy0Ld2ANtfLQi+3pMrBtps6roZEbuSMdPsA7cwbzRstRXLtwHYHA7XLT8onmtHnq/ltm01PvPsK2JbuIuhiNPd6OyWrCYNQz5MebD7tsX7YnYN6+wWQgotit7ccqRT6i5WxCLBsx6E4gDOXA0hYhUjcjDw4hBGXvLRX08fExCSz9/i/2/H2QYhWK0GVgWz9tpQLF8vPa5AE3ZY+Gxu3EHevwC5aI4IfDEziw4TBXz0VRpWFFCpfOmVt0l9PFH58vYsn3f+F2enjgsaY8NqwbYflD+W7fJ6yZtYn9Gw5TvGIR2vZ5AKfdxc6/9lGiUlEKlSyQobEObDwSUEe/fttaySmft4Jl01YzechPJMYmotPr6TKwDX3HdkKvom+fHURdimZgvSHEXovDkeDEYNSz8NsVjFnwJrUeuDdHbNDQyE3csQ4flNXgvc1yttvRjQKhfWsP4kjaCPz9s4VsWrCDb3aOx2w10+ap+2nz1P24nC4+fHIiG+dvx2Q24nS4aNK1PkN/HITR5N/hSY2CJSIw28w+eeSgbNo27FQXgKvno5j00vdsWrADIaDpQw14YcIzNx1GCoaN87cxcdCUFJlSbuZ/tQwpof9HT2bbuCn5+b05XL8YjTspN9/t8uB2efjo6Un8/M9Xt62wnobGzXJHbtreSo5sO87+9YeSnT2Ay+Hm0unLbJjrK2Y27a3f2LxgBy67i/joBFx2F5vnb2fa2zPTHONy5FWunLsGwP3/a4LekLrBuFJX0KxbQ5wOFy81Hs7GedtwO924HG7W/bGFl5uMUE1HzCp+Hj3bT/jNkeBkwdfLcAaoJs5qNs3bluzsU3L9cgyXz/pnS2lo3OloDj9IYq7FMv3dWbzQ4E3eeXg8e9Yc8Hk96lI0E174jjfbjPHLmAFIjLOzf4OvyuTCb1f4XBhA6WG78Jvlfu+Pj45n27JdPF31JfpUepEnyw9iQO03iLp4nY9XjaJY+cKYbSZMVhMlqxTn0zWjsdjMbJi7ldhrcT7FWB6Xh6hL0WxZtDMzU5ImF1XST0HpSBZ7LS7bxk2JNY/6PoH0erGEWIiPjueT576mc2hvOlh78W6Pj3Os2lpD41ZwR4d0soqYa7H0rzWY6CuxuOwujm4/wY4VexjwaR869WtNfEwCA+sN8QkfpMZkNVGkbCGf5xLj1fvAJsb993x8dDzj+0xi65Jdftk9J/ee5rUWb/PL6a+ZdnQiF/65hNAJipT5b5wzhyJ9zncDR4KTM4ciadK1ftDz4Ha5Wf3rBlbP3IAtzEqnfq0DxsIr1CnLzhV7/Z43WYzkLRgW9JiZocugdnw35GefcJfeoKda0yqE5s/DwHpDOX3gLK6ked04bxsHNx1l2tEJWENublNZQyM3k6kVvhCipxDigBDCK4RQTfRPOu6UEGKfEGK3ECLjlVS3mD8+X0T05RhcKUr7HQlOvn39RxyJDpZPW03stbiAzh7AYNDT+on7fJ6r2rCi6rH3pJB4eLvreFVnD8p+gcPuZOO8bQghKFqusI+zByhZpbjqStdsM1GqqorefQA8bg9DWr/HhBe+Y9uSXayZuZGRncfx0+jZqsc/834vzKkbVNvM9B3bK92q4ayi84A23PdIY0wWI7YwK5YQMyWrFGf4Ly+z5+8D/HvsfLKzB/B6vCTEJNxyET0Njewisyv8/UA34Nsgjn1ASnlbBk43L9yBS6VoSqfXcXLvGfasOajaqAQUdcZi5Qoz7JeXCYsI9Xlt0MS+vH7/OzgdLjwuD3qjHpPZyKCJfQGIPHqOI9uOqzr7G7jsLi5HXgv4erNuDfl+2C847c7ksI7eqCdfoXAaBpBWVmP93K0c23HSp3rZnuDg1w/m0uG5Vn49divXK88nq0fx/fAZHNt5koIlInji7Z40794o6DFv4PV6WTVjPYsmr8Bpd9Ly8RZ06t8ak8WU5vt0Oh1vTH2BJ97uybEdJ5OLttb/sYWjO06qFrvZ4x2c2P1Phm3U0LgdyJTDl1IeAu74bIdATa89Lg/hBUIpUbEoBpPeT+USlGKv178fSKW6/o3UK9Ypx7e7P2bOpws4vusfKtQpS49XO1O0XGEALp25gsFk8Ivzp8RgMlClgb9GzA1MZiMTNo1NztIBaPawkqWTkZX2pvnbsKuEoAxGPXv+PsCDj/kKrJ3ce5p/j1/guQ97U7FOuaDHATiy/QQzx/9J5JFzVGtSmetXYti+dHfyxeb0wUhW/7aBz9e9F9RnKFKmEIVKFeDjvl+xZtamZL1UtYu4JcRMmXtLZ8heDY3bhZyK4UtguRBCAt9KKScHOlAI0Q/oB1CqVPAFNtlJj9c6sW/dIb9YcNnqpShWvgidBrRh3qSlqg4/ISaR4R3e59cz36hKFhctV5gXv3xWddyyNUqrKkTewGQ1Ubl+Be5tViVN+yOK5uPt2YOTH8dci8VoytiPPiwiDzq9zi/nXwjh01nLnuBgZJdxHNp8NOl4SflapflgyVvYQtOv+N2yeCfvPfIJzkQXUkpOH4z0G9OR4OT0gbNsnL896L60f/+2gXVzNvtp5vh+liSlz16B1UE1NG5n0o3hCyFWCiH2q/zrmoFxmkop6wDtgReEEC0CHSilnCylrCelrFewYO7QMqnbuibPvP8oZqsJW7gNs81EhdplGD1vKKCsIMcuHkFYRB7V90uvZO2czRkeN1+hcDoPaO2j8yOE0gylSNmCPPF2T8YuGRH0HdaR7Sd4rvpr/K9YP7oVeIbhHd4n6lJ0UO9t37el6kXCYDJQp1X15MdTh8/gwMYjOBKcJMbacSQ4OLbjJF+/8kO6Y0gp+eL5yTgSnMl9aAMVlSXG2dm5ck9QtgMsnLxCVUwvZbcvIQR58uUhLipnsog0NHKadJd5UspWmR1ESnku6eslIcRcoAGwNrPnzUm6vdyJ9n1bcmL3KfIWCqdEpWI+r1dvXpUuA9vx85g5yv1MClxONzFXb86JDPi0D6WrleL3zxYSFxVHvXa1eGrUIxkW9rp6Poo3Hhzlk7Gz8699DH5wFFP2fZruRaNs9dK8OOlZJr4wBb3RAFJitpkYu3iET5HYsmmrfTa3QQmdrPxlLRXqlmPW+HlEX46hYp1y9P/kSao0+G/jOuZqLFEXg7sAGc0GChTLH9SxN2xQI6UshdcrOXfiAm+2HcP3Bz+/40OVGncf2R7SEUKEADopZWzS922AjCtnZQMJsYkYzYagq1qteaxpVu7WblmdOZ8u8FtJGowGLHnMjO75CYlxiTzwaDMe7NUMgzH96RdC0OHZlnR4tmVQNgZiyZSVfoVWHpeHy2eusH/9Yao3T78iuW2fB2jRoxH71h3GEmKmWtPKftINgVo0up0enxTJ/RsOM/jBd/liwxjK1ywDKHnzwTpZnV5Pm6S+vvBfmCqQUFyr3s35Z9/pgJvrN/B6vFyOvMrxXf9keO9BQyO3k9m0zIeFEJFAY2CREGJZ0vPFhBCLkw4rDKwXQuwBtgKLpJRLMzNuZtm/4TB9q71Ct4in6Rr2JOOemEBCbOZlhKs3r0qtB6tjCfkvBGMJMVOkTEGmDP2Zdb9vZvuyPUwcNIWhrd/L1krX1Jw9ck51P0ACF05dCvo81jxWGrSvTY0W96jq9NRuWV21KbrQCT/5B2eik59Hz0l+bLKYeOCxppgsvhdgo8VIWIFQLCFmrKEWwgqE8u7cNyhYIoJjO0/yXI2kMFXE0wxrN4aoi9f9xm//bCsq1C6bnKJqNBsCNm/X6fVEX9F62mrcedyRDVDS4t/j5xlQ+w2fVbjRbKBa0yp8tPKdTJ/f4/GwasZ6lv/4NzqdjsZd6jH5jZ/8Vr6WPBaGTBsU9KZjZlnw9TImD/lJtWPUxC0fZEiBMi3OnbjAoIbDcCQ6cSY6MVmM6A16pJSqMfTCZQry88mvkh8rHcAmsG3JLgwmA26nm4de6kDfsb04c+hfXA4X5WqWRq/XE3XxOn0qveRzsdYb9BQtX5ipKiEZj8fDloU72blyD/mK5MPlcDHnkwV+WVAmi5Hf/p1MaD71PRkNjdxMWg1Q7rpK2z++WOTnfF0ON4c2HSXy6Dm/2HxG0euVAqsbRVYrflqDwaj3G9MeZ2fT/G055vBbPdGCGR/8gcvhTr6zMFtN1G5ZPcucPUCx8kWYdmQCi6f8xdHtJyhfqzT3P9qM56q/pnp8ycrFfR5bbGZG/f4GV89HcfnsFUpUKpbc4KRMtZI+xy75/i+/XHqP28PVf6+xd81Bat5fzec1vV5Pk671k6uLE2ITWf3bBq5EXk2++7GEmHn8re6as9e4I7nrHP7pA5GqTb4NJgPnT17MtMNPTUi4TTXTRG/QEX4TEgPXL0czbeRM1s/dgtFkoP2zLXn0zYcxmdPeh0iItdN1YDs2zt9O5NFzWELMdOzXmkfe6JJhG9IjLCKUR4c+5PNcu6cfYPmPf/vE0M02E71H9lA9R0TRfH7FXKk5ezhAmEpKLpy6RE2qqbzrP2yhVr7a/iELvl7O+j+2EF4wlIdf6ki9Ntnb21hD41Zx1zn8expX4uCmoyqrfBdlsnClC0oIYenUVaqFUwajgXbPPJih89kTHAxqMIyr564lyzjM/PBPDm48wrhlIwO+b9m01UwY+B1CiOR0x94ju9Pt5U4ZGj8zvPDFM4SE2Zg3aSmOBAeFyxTihQnPUK1JZZ/jpJRsXbyT5T/+jcftpWXvFjR9qD46nf92U7WmVVg/d4tfqEhKGfSGa0iYjUeHPuR3gdLQuBO56xz+Qy+2Z8E3y3G73MkpeWabieY9GlOwRESWjrVm1iZ2/bVP9bUXv3qW0hnQsgGleCj6SoyPZo/T7mL/hiMc3XFCtZr3yrlrTBj4nd9K+PthM6jfrrZfSCW70Bv09P3gcZ5+/zHcTndAWYQvBk7mr5/XJTvxHSv20LBjXUb8+opfTL5l7+bMGPs7LqcbT9KcmKwmat5XjXI1tGpZDY3U3HXyyPmL5GPS1nE07doAW5iVAsXz03tkTwZ//3yWj7Vi+hrVjUpbqJXCN9Eg+8CmI6rnA8nxner6Lxv/3KZUa6XC4/beVDFYZtHpdAGd/T/7TrPyp7W+ej3xDrYs2sHBTUf9jreGWJi07UPaPf0A4QXDKFgygseGPcxbs14lNycjaGjcKu66FT4oG4vv/D44/QMzSerGJCnR6TN+rS1ZuRgmq8lPHkCn1/lJL9/A6/EqIvSpkFJma1qoI9HB6l83sGPFHgqWLECn/q39esmmZseKvar7K/YEB9uW7vIL/4BSjfzKN/155Zv+/DVjHVPe/Jnp78wkLCKU3m/3pOsL7bQCKg2NJO66FX5O0rbPAz45+TfQm/Sqzis92jx1Pwajb+673qAjX+G81HpQXZe+cRd11WqjyZBtGULxMQk8X3cok16eyt8zNzL3i0X0qzmYbct2p/k+W5jN7/MpthpVdYhSsu73zXzW7xuuRF5DSoi+EsuUN3/hz4lLMvNRNDTuKDSHn40069aQFj0aY7aZMBj1SuFQHgvv/jHkpjTh8xYM55O/36VcjdIYjHoMRj0177+XT9eMVt3U9Hq9XD13jZa9W2BMyofX6XWYrSa6v96ZstX949wet4dVM9YxotMHjOr+EVsW78xweOSPzxdx8dSl5NCM2+XBkeBg/JMT8XgC31U0765+AdLpBA881jTNMX9461eVlooOfn5vthbe0dBI4q4rvLoVHN/9D7v+2k9ovhCad2+Y7mo1GGKj4tAb9AEVKCOPnefNtu8RcyUWnV7gtLuoed89VG1UiebdG6k6e6/Xy1udxrFv3cFkZ20JMdPhuVY8/2mfoG3re88rnDn8r9/z1jwWvtj4fpp5/zv/2sfoHh8nO2nplQz75WUadw7YXweAjrZeqimaOr2O+THTMVv977Q0NO5EtMKrW0Tc9Xicdifla5ahQq2yWXrutAqDpJQMazeGS6ev+Kxu960/wqPDuqk6e4Ady/ewb/0hv03Thd+soMvAthSvUDRdu9b+vknV2QN4PF7VEFdK6rSszqwLU9i39iBej5ca990TlLMuVqEop/af8Xs+vEBouo1SNDTuFrSQTjZw7UIUQ1qPpmeRZ+ld9gWervwSBzYeybHxj24/QfTlGL9QhiPBwfxJgWWMtizeiV2l/60QsOuv/emOe+7EBT54fELA10tWKkbRsoXTPY/JbKRu65rUb1c76JX5s+Mex2zzdexmm5mn339M27TV0EhCc/hZjJSSN1q+y941B3E73bgcLv49foE3243hcuTVHLEh7nq8akwfIOZaYJnmsIhQ1U1TnUFHnrw2v+ellBzbeZKdf+0jITaRpT+sVm0beIMn3ukZhPU3R8MOdRg58zVK31MCg9FA0XKFefXb/rR/JnMqoxoadxJaSCeLObDhMJfPXvWXIna6WfTtcvq891i221ClYUVVx2u2mWmWRmZO6yfvY9b4eX7N2IUQNEoVQz9/8iLD2o/h6vnr6HQCj8tD+dpl/HoB3MBoNtyUlERGaNixLg071s3WMTQ0bme0FX4Wc/H0FVCJILicbiKPns8RG0LCbPT7+EnMNlNyOMNsM1OsfGHaptCQT03RsoUZ8uMgLCFmbGFWbKFWwiJC+WDJCJ+uW1JK3mw3hnMnLmKPs5MQk4gj0cmxHSfRq9whABjNxjR772poaGQ/2go/i6lUr5xq8ZDZZqbGfWmLeWUlXZ5vS4XaZZk/aSnXL8fQ9KEGtHnqvnRj4i16NKZhxzrsX38Yg8nAvU2r+KWQHt1xkmsXrvt0iwJwO92EFQgl5mqcz2s6g463Zr4WVMMXDQ2N7CNTf4FCiI+AzoATOAE8LaW8rnJcO+ALQA9MkVKOy8y4uZmSlYvTsGMdti7emZwXbjDqCYvIQ+snA7byzRbuaVSJexpVyvD7zFYzdVsHVoyMvRaHXqVSWEpFwrjl4y2Y9+VS4mMTqNG8Kn3GPEbB4lmrU6ShoZFxMpWHL4RoA6ySUrqFEB8CSCmHpjpGDxwFWgORwDbgMSnlwfTOf7vm4XvcHv74YhELv1mOPcFJ04fq8+SoR8hbMPxWm5YlxEfH80jRfjjtvoVOZpuJvh88zsMvdrhFlmloaGRbHr6UcnmKh5sBNXHzBsBxKeXJJGN+A7oC6Tr82xW9QU/P17vQ8/Ws15rPDYSEh/DM2Mf44a3fktsWmq0mCpcumGHJZw0NjZwjK4OqzwAzVZ4vDpxN8TgSCJgqIoToB/QDKFUqa/XpNf7jhjKlw+6iebeG1Ljvngzlq3d/pRMVapdl3pdLib4cQ7NuDWjXtyXWEEs2Wq2hoZEZ0nX4QoiVgJrM4Qgp5bykY0YAbuAXtVOoPBcwjiSlnAxMBiWkk559GhnnjwmLmDpsBi6nG+n1suyHVbTo0ZjBUwdmyOnXvK8aNXNwI1pDQyNzpOvwpZSt0npdCPEU0AloKdU3BCKBlM1ISwDnMmKkRtZx7UIU37/5i4/ujD3ewdo5m2j95H3UekBddVNDQ+P2J1N5+EnZN0OBLlLKhACHbQMqCiHKCiFMwKPA/MyMq3HzbF2yW1WL35HgYO3vOd8QRUNDI+fIbOHVl0AosEIIsVsI8Q2AEKKYEGIxgJTSDQwClgGHgFlSygOZHFfjJjGZDQidf9hG6BTZZA0NjTuXzGbpqJZOSinPAR1SPF4MLM7MWBpZQ8NOdfH284+8GU0GWvXO2ToBDQ2NnEWTVrjLCAmz8fbs1zHblGYslhAzRrORPu89SvmaZW61eRoaGtmIVut+F9KgfW1mnpvMloU7cNpd1GtXiwLF8t9qszQ0NLIZzeHfpYSE2XiwV/NbbYaGhkYOooV0NDQ0NO4SNIevoaGhcZegOXwNDQ2NuwTN4WtoaGjcJWgOX0NDQ+MuIVN6+NmNEOIycDqDbysAXMkGc7KD28XW28VO0GzNDm4XO+H2sTU77SwtpSyo9kKudvg3gxBieyDx/9zG7WLr7WInaLZmB7eLnXD72Hqr7NRCOhoaGhp3CZrD19DQ0LhLuBMd/uRbbUAGuF1svV3sBM3W7OB2sRNuH1tviZ13XAxfQ0NDQ0OdO3GFr6GhoaGhgubwNTQ0NO4SbnuHL4ToKYQ4IITwCiECpjkJIU4JIfYldebanpM2prAhWFvbCSGOCCGOCyHezEkbk8bPL4RYIYQ4lvQ1X4DjbtmcpjdHQmFC0ut7hRB1ctK+DNh5vxAiOmkOdwsh3r5Fdk4VQlwSQuwP8HqumM8kW9KzNbfMaUkhxGohxKGkv/uXVY7J2XmVUt7W/4CqQGXgb6BeGsedAgrkdlsBPXACKAeYgD3APTls53jgzaTv3wQ+zE1zGswcoXRcWwIIoBGwJZfaeT+wMKdtU7G1BVAH2B/g9Vs+nxmwNbfMaVGgTtL3ocDRW/17etuv8KWUh6SUR261HcEQpK0NgONSypNSSifwG9A1+63zoSvwY9L3PwIP5fD46RHMHHUFpkuFzUBeIUTRXGhnrkBKuRa4lsYhuWE+gaBszRVIKc9LKXcmfR+L0tO7eKrDcnReb3uHnwEksFwIsUMI0e9WG5MGxYGzKR5H4v9Lkt0UllKeB+WXFigU4LhbNafBzFFumMdgbWgshNgjhFgihKiWM6ZlmNwwnxkhV82pEKIMUBvYkuqlHJ3X26LjlRBiJVBE5aURUsp5QZ6mqZTynBCiELBCCHE4aaWQpWSBrULluSzPnU3LzgycJkfmVIVg5ihH5jEdgrFhJ4r2SZwQogPwJ1Axuw27CXLDfAZLrppTIUQe4HfgFSllTOqXVd6SbfN6Wzh8KWWrLDjHuaSvl4QQc1Fut7PcOWWBrZFAyRSPSwDnMnlOP9KyUwhxUQhRVEp5Pun28lKAc+TInKoQzBzlyDymQ7o2pHQAUsrFQoivhBAFpJS5TQAsN8xnUOSmORVCGFGc/S9Syj9UDsnReb0rQjpCiBAhROiN74E2gOoOfy5gG1BRCFFWCGECHgXm57AN84Gnkr5/CvC7M7nFcxrMHM0HnkzKgmgERN8IU+Ug6dophCgihBBJ3zdA+Zu8msN2BkNumM+gyC1zmmTD98AhKeWnAQ7L2Xm91TvZmf0HPIxylXQAF4FlSc8XAxYnfV8OJUNiD3AAJbySK22V/+3cH0XJ8MhxW4EI4C/gWNLX/LltTtXmCBgADEj6XgCTkl7fRxoZXLfYzkFJ87cH2Aw0uUV2/gqcB1xJv6N9c+N8BmlrbpnTZijhmb3A7qR/HW7lvGrSChoaGhp3CXdFSEdDQ0NDQ3P4GhoaGncNmsPX0NDQuEvQHL6GhobGXYLm8DU0NDTuEjSHr6GhoXGXoDl8DQ0NjbuE/wNiSqtV6MSxgwAAAABJRU5ErkJggg==\n",
  873. "text/plain": [
  874. "<Figure size 432x288 with 1 Axes>"
  875. ]
  876. },
  877. "metadata": {
  878. "needs_background": "light"
  879. },
  880. "output_type": "display_data"
  881. },
  882. {
  883. "name": "stdout",
  884. "output_type": "stream",
  885. "text": [
  886. "Temps : 0.265\n"
  887. ]
  888. },
  889. {
  890. "data": {
  891. "image/png": 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yTdMsIyIc2nooP2/7xepQTJFqpJJkS2JAq/6c1HEkmY4mF4Q1lU7kmqZFTYW7go3Vm8h15pCblAvAJd0uZFttIX+VL7Y4uvDYxc5z+z9lyQYWOpFrmhZxSineX/shk7d8hyEGSin6ZvXh6h5XkGxL5sa9b+CymVfixWt1qCHLdeRQVFdEXlL0l+nWfeSappmq1lPLb9t+Z/z6T5m0+Vu21mzlk/Wf882Wb/HgwaVcuHHzZ+mfvL7qTcB3E/Sg3MFx3V++pW4r9/31oCXL9eoWuaZppllftZ4H/hpLrbdm51jxd9d+0OixCvijeAajXecxv3Q+Fe6KKEYaGVWuKmYUz2JI64OjWq9O5JqmmWJrTSH3LLwft3IHfI4XL1fNuTaCUUWXGzdrq9YyhOgmct21omla2LzKy38WPRRUEk9URbVFUa9TJ3JN08L2V9kiqhNsH8xQWbHdmxmbLyeLyHQRmSciC0Xk32YEpmla/Ch1laJU7KyfYqW+mX2iXqcZfeS1wJFKqQoRcQC/ishEpdQ0E8rW9iBff/cnz7z+IxVVtTjsNk46pj//vGgYhqEvHGNdj/TueJTH6jBiwrA2h0e9zrD/Q5TPjtvNDv+X/mjWgvL19wt46PlJVFTVAuBye/h4whwOO/1xxj4/iarq2NiBXWtc2+S2HJg7OGLl27BFrGyzbXdtj3qdpjR1RMQmInOBrcBkpdQfjRwzRkRmisjMwsJCM6rVEoTH4+WRF79t8vmvvvuTmx74mHmL1rN5a2kUI9OCcVm3ixmSa/5ojfZJ7biy+xj2zuhFW2cbBucUcGan0+mfua/pdZmh3FUe9TpNSeRKKY9SaiDQCRgsIvs0cszLSqkCpVRBXl70Zz5psWndxhKOO/8Z3J7mZ/TNX7yRG+8fz9nXjuNf932kW+gxyBCDMd0v5da9b6Jb2l6mlXth/vlkODJwiAMlCoc4GJSzH7Xe2Lu56hAHnVM7R71eMfsGhYjcA1QqpR5t6piCggI1c+ZMU+vV4o9SitOvfIXNhcGv2dyxXSs+eO7SCESlhUspxV9li3hv7Qesqw5/hxyHOFBK4cY3tNHAwGk48SovdSp2PtDtYufsLmcyvO2REatDRGYppQp2q9uEgvMAl1Jqu4ikAMOB/4Zbrpb4lq3aSmFxaLP5Nmzezm1jP2XsbaeYHJUWDqUU/1s1jhnFs6j11ppSpkvtOpzPi5cabw2GhaOnneLkn72uZln5cuZtn08rZxbHtjvGkhErYM6olfbAGyJiw9dV86FSypxN77SEVlldh6eFLpXm/DpjBf+4/CXeevIiUlMiv1O51rKl5cuYVjQ9KhODorXAVpqRSveM7iQZSaTYUuiV0YMDcgpItiWzb9Y+nNrp5KjE0ZywE7lSaj6wnwmxaHuYvbu1DbuMLdvKGX3da4x/+XITItLC4VVeXl31WsLN7sxJyuHGva+3Ooxm6QG6mmVWrDFn9NKWonIuv/0dXC49jtlKf5YupLB2m9VhmK5TSkerQ2iRTuSaZUrLq3E4zHkLLly6ifufnsCSlVv0DEOLzCyZFdfriTdGEE7scILVYbRIr36oWaZfrw6mTh37fuoSvp+6BICUJDutstI4a1QBpx43EJH4Xec6XiQbSVaHYCo7di7udiGdUmO/RW768MNA6OGH2g6vfvAb730+k5pa38gEETD7LZmW4uS1x86nQ9tW5has7WJt1TruW/if3UaZxJs7e9+KS7npkd6dJFtsfTg1NfxQd61olrrkzCHcf+NI9uvXmezMFNJTk2iTm2ZqHZXVdZxx1f/4YvI8KirNGRKn7a5LamfO6Hya1WGErUdGD/pl9Y25JN4c3bWiBcXrVbwx/nc++moWZRW1CNCpfTa3XX0sA/p0CqnMDm2zmPfXOrz+lnh5hJLtwy9O5rGXp3D2qALatckiv1MuA/p20t0uJjqm3XCmbpvKqqo1VocSkj4ZvS3ZPDlcOpFrAVuycjNjbn0Hj/fvvg8FrNtUwtX/9z79erXnxKP25ZhD+5CU5AioTKUUF9/8Ft4o9fB5vIq3P5uBzSbYbTa6dsrh6XvPpKbOxbgPpjJ11krS05I4/fhBjDq6v07yIahwV1kdQkhsYuPanldZHUZIdCLXAlJX5+by297dJYk3tHDpJhYu3cQjL37Lm49fSH6X1i2WO3XWSmrroj/u2ONReDxulq3cyiMvfcvsBWspLa/B61VsK67gmdd/YPnqrdw45uioxxbPlpYvY3vddqvDCJodO2P7/4c0u7ndetESf9cQmiU++np2iwtb7eBVcN4NrzN30bqdj1VW1TJ/8QY2bN6+y7GzF6w1M8ygKeC735ZQUlqNt96HVE2tm08nzePRlyfr8ekBKqwt5D+LxuIifm52JkkSB+ceyEP9HyAvqeWGR6zSLXKtWUopZsxbwxvjfw/63Gv+7wOSnHbsNqG61o3DbsOrFP16tufBW08mMz0ZpyO215n+6rs/qaqu4+7rYn8ssdVeWf6q1SG0KMOWwfW9rqXGW0PP9B5xdUOzOTqRa00qKa3kH5e/TF0YLdLaOje19b4HmL9oPfc+8RWZ6UlM+XWJCZFGjtvt5cffl3LNBUeQ0yo+L7ujZUnlMqtDaNFx7Y+hR0Z3q8MwnU7k2m68XsXM+au55aFPcbvNn6nnVTB97mrTy40Uh8PGhs3bdSJvxsaqjVaH0CJB6J7WzeowIkIncm0XdS43N/z7YxYu3YDbo6e6A7hcHjq1z7Y6jJj2+cYvrQ6hRXaxJ2RrHPTNTq2B8RPm6CRejwgcOaQ32VmpVocS02aXzLU6hBZd0u1CHEZgw2LjjU7k2i4m/rhQJ/F6lILfZizfZUSLtjsV4/utH9/uWA7Midzm0FbTiVzTWlBeWcvT4763OoyYNrBVf0t37GnJhM2TuGXu7aypWINXJdYKjWBCIheRziLyg4gsEpGFInKdGYFp0aeUonW2eTf0UlMcCdMl8cmkuXp53Gac0/VsMh2ZJPlXQDQwEGJrVmyhaxt3/3Uf186+npnFs60Ox1RmfIS6gRuVUn2Ag4CrRaSvCeVqUfbq+78yfZ55a2RUVbsoKY3P6doNeb2KF9/+xeowYlaOM5uH+z/IeV3PZnibIzm/67m8sP8z5DhyrA5tNxWeSl5Y8RJrKq2djGamsBO5UmqTUmq2//tyYBEQ+wv4arv46OtZvP7xH1aHEdPe+Wz6zuV2td0l2ZI4LO9QRuefy7C2R5BiS4nZ7ha3cvP+2g+tDsM0pv6WRSQf3/6dOiPEkcqqWp557Uerw4gL8TT+PRaUuEqsDqFJKypXWh2CaUxL5CKSDowHrldKlTXy/BgRmSkiMwsLzdmrUTPHH3NX49X9vwFxufW6K4kikW56mpLIRcSBL4m/o5T6pLFjlFIvK6UKlFIFeXl5ZlSrmcRmi62bUi0xLFpaVgQOGJBvSd2a+bqmdbE6BNOEPbNTfAs2vwosUko9Hn5IWrQN2b87hiFxM1b62ouOoHV2Op99O4/NhWUUFpdTVxf5lvLNlx9DZnpyxOtJJHbDjscbe1cxBgZndT7D6jBMY8YU/SHAaOBPEZnrf+wOpdQEE8rWosBut3HbVcfw4LOTrA4lIM+/+TMTXr+aYYfsDfim0H8xeR5vjp/G9rJqfBu8CDZDqDUpwR+yfzdGHd3flLL2JB2TO7CyapXVYezmwvzR9MzoYXUYptGbL+8BSsqquOuRL5i/aANepWjfJou7/jmC/g22Ztu4ZTsX3/QmFVV1FkUauOQkOx8+P4acVo2PU69zuVm/aTter4cnx/3A3IXrQ67rwIH5PHLnqRhGbI7AiGV/li7g0SVPWB3GLgTh9cH/szqMkDS1+bJO5AmuqrqOky55geoGw+ZsNoNxj4yme9dd71e8OX4a4z74LS6m6bdtncH4ly4P6FiXy81jr3zHz38sw+Xy0KVjNpefeyi9e7Rjyi+L+G3mCtrmZXHR6QeTl5vB5sIytmwro0fXPNJSE2PNaqv8WjiVV1bFzlrlB2UP5sqegb1vYo1O5Huo+576im9/Xtzoc0MKuvPf20/Z5bGq6jquuONd1m4oiotk/s5TF9G1U67VYWgtmFsylyeWPWN1GAjCS/s/F7cbSjSVyPW1YgL7efqyJpM4wKLlm3Z7LDXFySv/PY9brzqOYQf3IiszJZIhhm3lum1Wh6AFYECrAbRPbmd1GNzU64a4TeLN0euRJyivV3H3Y82vEa2aGKWS5LQz4oh+jDiiH0opps1ZxQPPTKS0rDoSoYalS4fYmwKu7U5E+Fev6/nv4kcorivBS/THcLd1tqFfVmKuHqJb5HHK61UsXr6Z+Ys3NLo58LQ5K1vc3adhv3ljRISDB3XjlYfODTnWSOnXq/1uffxa7GqTnMcjA8Zya+8bOSTnIBxEd23wLXVbeWLJ0/xc+AsLS/9KqAlBukUeh5at2sotD35CRVXtzsduvuJojjn079ZGUUlli+XU1Lpxuz3Y7S1vgPzSuz+HFmyEDB6YzwM3jbI6DC1Ihhj0zuxN78zeHFF+OGMXPRLV1vm8svnMK5uPXey0crTijj63kpsU/1d1OpHHmdo6N9fd+yFlFTW7PH7fkxN46LlJ3P3PEQw7pDddOgb25rz+vo946p4zsNmavzj7Y87qUEMOS2qKg09euoLi7RWsWltERkYy/Xt3DOjDR4ttNZ4aS7pYwLdo1ra6bTy//EXu6neHJTGYSSfyODNt9som1/twuTzc9dhX9J8wm/mLAtsM96+lm5jwwwJGDm9+sotYNIa6ttZNeloS6WlJdOmoR6ckkmlF1q+tt7xyBdtqimmdHN+tcp3I48z2smrqXO5mjwk0iQPUuTx8MXl+i4l8aEF3Jv64MOByzZJr4kYXWmxZVxX6JC0z/W/VqxyaN4SJmyaxpWYLdsPBIa0P4rROp5Jii+1RWzvom51xZr99OuMxeXy329Py5e2NY4abWmegLjrjEEvq1SJvr7T8mFivfFH5Yl5e+SrrqtdTp1xUeaqYsuV7/vPX2Li5IWr9b1ELSpcOORgmLv6X5LRz3OH9WjwuOcnB9ZcMM6/iBjq3b7XL6xJg9KmDOfGofSNWp2atE9qPiOld7ddVr2dBafSvQkOhu1bikNNpp6a2+e6VQPXaqw0nHzsgoGO9EWqcJDvtjL3tFLp2yqWktJKtRRV0bp9NaoozMhVqMaFdSjvu6HMr7659nxUVK0k2knAYDkpc260ObacZxbPo3yr2GxM6kceZpSu2mJbEC/p34bH/O63FESs7vDl+min11ud02HjjiQvo2C4bgOysNLKzdL/4niI/rSt39Ll1l8dml8zlq41ft7iDjxMnuUk5dE3tyrLyZRS5i02Pr8y12x45MUkn8jhRU+vipgfGM/cv824QnX7CoICTeFV1HWXlNS0fGASbIfz39lN2JnFNAxiUPZBB2QOZtHky7639AMWu94QEoVNKR+7qe8fO6farK9dwz8L7TI+lR3o308uMBJ3I48C7n03n+bfMn5AzY94ahhQEtiazw27DZhO8bvNutA4f2lvvuKM16dh2R9PKkcX49Z9SWLuNVFsqPTN6cESbw+iftS+G/N0IyU/ryuF5h/FToXn/Jw5xMDRviGnlRZJO5DHuzfHTePndXyNS9tSZK7n+kqMCOtbhsHHkkN5899viFqf+B+qsUQeYUo6WuA7MHcyBuYObfN7ldfHlxq/5ufAXaj212LHjJryuRxs2km3JXNljDNnO+Lha1Ik8hm3eWhqxJA6QlhrczcQbLxvOtuIK5i9ajyvMZN6lYzY992oTVhnanmnKlu/5fMOXVLgrTJ0ZamBw8V4X0D65Hflp+diN+EmPpkQqIuOAE4GtSql9zChzT7e1qJzbxn4W0TrOObnplk5jUlOcPHXvGaxcu43Lb3ub6hBvurbJTeelGFyES4t9r698ix+2/Wh6uUmSxLU9r2LfVvGZvswaR/46cJxJZe3x1m0sYfR1r7F8TWHE6ujdoy3Dh/YO6dxuXVpz7BEtjz1vymuPXUBGmt7EWAtOtbs6Ikm8W9pePLv/U3GbxMGkRK6U+hkwf+zPHuqFt3+iqjpy+2YahvDK2PMQCX1m0doNof25TxsxkKyM+Jj2rMWWxeVLTC/Tjp2b9r4BZwxPTApE1DqBRGQMMAagS5cu0ao2Jm0vq2LZqq3YbAa9u7dj09ZS3vh4GstWb6V71zymz11NJDdZG/2PA8NK4gAd2rZi7l/r8TaxOUVTvpjyJwft352D9tsrrPq1PU+WI9P0Mh02B4W1hfxY+DMpthQGZxeQ7kg3vZ5IM23PThHJB74KpI883vfsdLs9TP51MZN/WURykp2Rw/tz0H57NZoclVIsWLKR1euL2FxYxnufz6CukY0goqVvz3a88J9zAh4/3pSVawu57NZ3qK0Lvp/cEPjvHady8KD4GKOrxQalFBfOuDSiddiwccPe/2TfrNjsZmlqz874uS1rIaUUlVV1OBwGcxeu5/6nJ7C93rZnP/+xnE7tW3H68fuzd/e29OvVHhGhorKWK+58l3UbS/AEsDBVpGWkJ/Hy2PNMKatblzweuGkUY5+fRGl5VVAbNXsVPPvGjzqRa0Gp8dZgw4aHyDWEPHh4fMlTvFTwfFx1t+hE3oKfpi3l8VemULS9qtnj1m/azhOvfgdA1445/O/h8/jnvR+yel1RNMIMSEaquTcYD96/G+NfupxRlz4f9KzP9Ru3mxqLlvjeWfPebrM8I8GLl5vm3sr/9b2dNsnxsZWgKTc7ReQ94HdgbxFZLyKXmFGu1eYsXMe9T3zVYhJvaM2GYq65632WrtwSochCU1PX8h6dwaqoqqG6OvhylVJcestbfD/V/BtYWuJRSjGt6I+o7ShU6i7l3oX3x80ytqa0yJVSZ5tRTqwZ98HUkCe+LFm51eRowldb6+bqu96ndXYaJx7Vn4L+XcK+6ZmWkoTNJrSw18VuvEqxeMUW7n7sSx57aTK9urXlzJH7c5DubtGa4FbRvbdU6alkTvFc9s8dFNV6Q6HXI2/Clm1lzFm4zuowTFVZXce8v9bz3W9L+Nd9H3HdvR/iCvPGq8Nh45Tj9gurjNKKGmbMX8NN//mEq+58N+iRMFriExH6ZvZBMHEx/gA8veI5pmz5Lqp1hkIn8iaMfX6S1SFElAJmL1jHyIufY92mYraVVLB6fVFAuwU1dPm5h5q2Jdv8xRsZcf4zLFy6yZTytMRxQf55pNpSo17vu2s/YGHpX1GvNxg6kTfC7fYwY94aq8OIioqqOs6+ZhynjnmJS295m5EXPcd3vy0Oqoy1G4oorzBvidvK6jpuuO8jKqtqTStTi39tk9vyyICH6J8V3Y0ePMrDhE3fRLXOYO3xo1bWbijm+bd+Yu5f68lMT+bMEwv47tdFVocVdV6voqbWRU0t3PP4V/y5ZCPXXTQsoD70X2eswO02t/+yuqaOL6f8yVmjdhsyq+3B0uxp/KvXdXyx8SsmbPoGl3LhEAdurzvsVQ+bU1JXErGyzbBHJ/LNW0u57Na3qfRPh6+orN05hHBP98nEOXTrnMuoo1veBs5uMxBDwMRNoZWC/73/G6OO7q+3fNN2ISKc1HEkJ3Y4nmpPNam2VJ5f/hIzSiI3ybBfVt+IlW2GPbZrpaS0ihvu/3hnEtd25fUq3vg4sK3dhh2yNzYj8LeSIQQ0s7S2zsU3P8XH5rda9NnERro9HUMMTugwIqI3Qo9vH9trAu6Riby2zs2Y295m3cbYvlyyWmFRBYVF5S0e175NFtdfchSBjGQUoG1eJklOW4vHKgXzFpq3tZ2WuPZKy+f8rubMWm7IwIj5DSb2yET+4+9Ld5lirzXOqxTn/+sNSkormz1u5dpCfvh9CQ67DcMQRCAl2YHDbtCjax5tW2fQq1tbbr78GNrmZbBpaxlVAU4i6twxtv+BtNhxZNsjOL3TP7CZnNYOzI39naz2yD7yJSu3UF1j/izHaGmTm87Wooqo1FVeUcPDL3zLQ7ed0ujzG7ds54o73ttl2V2nw86gfTpz5zUjyKy3ZO1X3/0ZVNyGCKeGOUZd27Oc2OF4CnL2Z3bJHAShIGcQWY5W3DzvNra7tjd6jh0bmY4stru27zJz1C52sp3ZnNflnChFH7o9MpF36ZiD02GzdBXCho44uCc//r6sxeOSnDYuPWsIDz5n3jh3Q3wLWTXllxkrqKqua/Sm4zufzaC2wdT/Opeb6fPW4GlQ6MQfFgQ12eeBm0eR08qc8enanqNdctvd+rTP6XIm/1v1GnXevxscAuzXaj8uyD+PVs5WANR6aplRMovN1ZvpktaZQa32i4st3/bIrpWjh/YOexlXM6WlOvn3DSNbPi7FwW1XHcfxR+5LQf/w13R3OmwMH7I3XTrmNnucALMXrG30ub+WbsTTyGgVh91g7ca/N59YuXYbC5ZsDCq+rdta7p/XtEAcmDuYy7tdRvvk9jjEQceUDlzX81qu63XNziQOkGRLYmjrQzit86kMzjkgLpI47IEt8u1lVXz49eyY6lo548T9sdkMDhqUz7TZqxs95orzDuOsUQXY/R9AT9x9OuMnzuHld36hqpHXkpbq5OWx5/HF5HlMnbUSu80gyWln3cYSKqvryGmVysVnDuHkYwbwz3s+YPX6pldpFEMwjMbvZG7aWtro41XVLt74eBqZacmkpyexdOWW3VroLRn/zRxOOyH217nQ4kNBziAKchLz/bRHJfLNhWVcdNObps5CDFen9q246PRDAHjgppO49q4PWLJqC16vQgQ6tMni5f+et9v2aCLCaccP4pRjB/LcGz/yyaS5CL5hg4cO7sk91x+Pw2Hn2guHce2Fw3Y51+tVuyTmFWuaX+DL61XkZO3exbFo+WYqqpoevjl97uoWXn3zzNr0RNMSXUIn8qKSSt4Y/ztTZ64kMyMZmyERS+JtctMpKqnc2eo0DEEpRZLTgQgor6JLpxxsYuBRXlKTnZxw5D6MGPb3TiTJSQ5eefg8lq8uZPX6Irp0yKZXt7bN1muzGfzz4iO59OyhFJVU0iY3naSk5hfEr5/E120sobS85anwb46fxoO3nrzLY6+8+0uL54Vj6AHdI1q+piWKhE3k28uquOimNyktr8bj8bK5sCyi9dlsBtdeNIyvv/fd0BtxRD+GHNCNPxdtJCM9mQP3y8fpCOzX3SM/jx75wS1on5riDGkG5NgXArtpOm/xhp3fuz1e7nr0c6ZHeD2aQw/oGdHyNS1RJGwi/2TiXMrKqxq9ERcJm7aWkdMqjdcePX+Xxzu3z4lK/aEoLa9mQb0E3RyH/e+bw2Of+4Zfpq+IVFg77dW5+Zuwmqb5mLVD0HEiskRElovIbWaUGa5JPy0Mah9JM9z92Jecd924FifQxIo1G4pxttANs0PfHu1RSvHIS5P55qfIL+nZsV2rXcaga5rWtLATuYjYgOeAEUBf4GwRsXSFmdLyajZsaXw0RaStXl/MSZe+SF2wW+ZYoF1eJp4AVy38efpyTrv8Jb6YPC/CUfkW4br7uhMiXo+mJQozWuSDgeVKqZVKqTrgfeAkE8oNmdVriXu9iotvejPmR120yc1g8MB87PbA3gZbiiqI5EsSgeFD9ubDFy6jX6/2katI0xKMGX3kHYH6e6KtBw5seJCIjAHGAHTpEv5kloa2FpXz7Os/MOvPtdTUWt8aXr2+mC+nzA9oGVgr3XvDiVx269usWtf0OPJIa5WZwglH7cP5px5EWmqSZXFoWrwyI5E3NlNkt3abUupl4GWAgoIC09p1tbUuHn7xWyb9HHubQXzw5ayYT+TJSQ4OHtTNlESe5LCRnOygTW4Gxx7el08mzmHj1uZHCw0f2pt7bzgx7Lo1bU9mRiJfD3Su93MnILi52CHyehUX3PgG6zdtj0Z1QSuLoYlHzRnQtxPvfj4j5POHHtCdO68dQUZa8i6Pn3b8IO5/+mu++21p4/X26cgtVxwTcr2aFgrlrURVvQ013wAusA+A1DMwnLHd6GqOGYl8BtBTRPYCNgBnAVFZLuz3WStiNokbIqashxINBft2Iclpp7YuuC4pEcjLyeDBW05udAq/3W7j3/8axZmjNnHT/R9TUVWLzRDSUlO4acxwjji4l1kvQYtjSimU6y/wFoNzEIYRuYXSvO4NUHQWqELYsdKheynUfILXORTJfh6RwEZyxZKwE7lSyi0i1wCTABswTikVlW1dfpkR+bHMobDbDFJSnIw551CrQwlIUpKDm8YczaMvT6bO5W7yhqbdbuB2e3HYDcQwyO+Uw39uPqnJdVh26NujPV+/fg3rNpX4Zrh2zAloL1At8Xlr50LJxcDfyxt7k0YgrR5DxLxpLkopVPlYqHoTaGyklgfqfkJt6YeyD4bMuxBHL3DNB+9WcOyL2NqZFo/ZTPlNKaUmABPMKCsY7dtmhXRepJewPeawPow591BaZ6dHrA6zjRjWj25dW/PJxDkUlVQypKA7hw7uwfI1haSlOLHZhLo6D3t3b8vmwjJSkhy0axP4719E6NIhdidHadHn9WyBkjPZ7ZZa7URUWWsk666wyleqBlX+NFSPB1UFuKDeeuNNck+H4pG73ehTjiMhbTRiywZ7n5hqjIgVQ+QKCgrUzJnhb5RaXlnDCRc+F9Qa1wA5rVIp3l4Vdv2NSUl2MOH1a3A4Wt7KTNMSlVIeqP0WVf054EBSTwPnYbskP+/WY8C7uokSHEjbuSF3cyjlRm09CtSmkM5vmg0wQNKh1bMYSdHdPUhEZimlCho+HpdT9L1exTuf/sEnk+aSmuykoqrlRZ/qO/zAnnw6KTITW/550TCdxLU9mlIKVXwxuKaxo7Wtar8FxyDIfh4xsn191U0mcQA3qGoINZFvvz4CSRx83TIeUCVQci5e+4FI7quIBL/OkZniLpEr5Ztss3xNYchlTPo5MlPMbYbQLi8zImVrWrxQ228F1+8NHwXXLNTWoZD9HLhbmrSXApIRWv3ecqj9NqRzg+b+A1X2HyTr33/X79mEqvoSPIWQPAQj+YiIhxF3ifzXGcvDSuJAwBv/BsvjVcxesI4DBuRHpHxNi0Vez3aoeg9qvgVVBt51zRztQpVcCfYW9mKVvJD7oFX5EyGdF7Lqj1CZdyNiw1v2LFQ9/fdzNW/4euUdhyGt/ovYIrMQXNwl8q+++9PqEJql95jUEtnyuav49dM/sNlsHH7G/nRq9yzUfE0jcwCb4QF3S/fItocUn/Jshur3Qzo3dG7Ulj7N/wZcP6MKj4Y2PyOG+YMg4i6Rl1cE1x8eTYYhDB/a2+owNC0iXr39HT556mvq/FsLdsh7hDbHl+FMisCACRXiYITaqfhuSFq/TMfuKlAVryKZ15lecuzsQNyC2jo3P/+xjNXrtgV9brT6rR+65SSys1KjUpemRdPyOat2SeLpWW6GjCjFmRTAcL6QhLjmjpGKL5HHqKoXUXWhz6JuSlwk8oVLN3HChc9xx8OfU1YZXIs8OcnBxWccsnPTYrNlpScz9IDuTHjzaoYc0CMidWia1X799A9ctX/fW8rK9eCOaKO3Dt9iqk1TyovybEB56y1ZnXR446s/xQwPqvhilKvxZStCFfNdK263hxvu+5Ca2tBuUA7o05FjDu/LpJ//Ytafa02N7cSj9uW2q441tUxNi0WGzfCtyeCfd7JlnQNbRLNHHar8eSTz+kaf9VaMg4ongTpAoYz2QAZ4lxJcf70ValEVzyDZz5hWYsy3yOcsXB/WKJP2bbKw2wyeuPt0DhyYb1pcSU47o0/dbbVeTUtIh59xiC+Z+7ldBvN/j/CN/aoXGn3YW/oQVIwFavDN1FTg3QjeJcR+EvernW5qcTGfyKtrwhsq2HOvNoDvRuRtVx2LzRbedVeS005qipN7rj+Bju1ahVWWpsWLrn06cdEDZ+/y2Jevt6a2upn/J1s+ZD4WRq0Kr6dk10c8RVD9RhhlxooSlNu8taJivmulX8/wFqo57MC/d2LPy83g8nMO4/m3fgqqDLvd4IwTBjH0gB54vYq+vdrjdMT8r07TTHXmzSexz5C9eeTC59i0cguzf8xg6wYHnbrVIbs0CR2QNwPD5rvx7616DdwLQqvUWw627L9/rptGQOulxAFVejeS+44pZcV8NsrJDv3ybdghvXYbRXL2SQW8Mf53Kquav5GyQ8+98hj3yPkxtUCOplml3yG9eX3pM1RX1qA8RSSr16H6Y6AKEHAcDNnPYBi+/ztVNw/coS+GKvZOu/wc2aWhkoAoDm92zUQpD75tj8MT84lcREhJcVAdZD95j6553HP97jvPiAhXjT6cR16a3GIZl5w1hPNOHqyTuKY1kJKWjG+Xxzsh684mj/PNsgw1+6Yj9Zr6Simo/F+IZQUi2nNUDMwaYhPzfeQAGUHs42gzhJsvH87/Hhnd5JDDUUf3JzOj+TKzs1K54B8H6QWwNC0crtmhn5vx9weEUm5U2cPgicpWB01LvRSMTi0fFwjn0F0+qMIRF4nc7Q68T8zjVXz9/QJszWx2ICK8/tiFtG/T+EShJKeNGy45ssUNEzRNa5pviewQW7n2fhhp/9hZjiq5EqpfNS+4kGQhGTdDq0dMKCsZaRXOjeBdhdW1IiKnA/cCfYDBSqnwFxlvRK9ubZk2Z1XAxy9avoWZ89dywICuTR7TJjeDj14Yw+r1RSxbvZXfpq9g0fJNdGyfzfmnHsjAfp2bPFfTtEDUEFK3SsY9SKpvt0ivazmUXAPeleaGFpJS1Jb9kbZTUc6joa7l7tlG2bpC9ruIYd6M83D7yBcApwIvmRBLk/r36RRUIldK8cv0Zc0m8h3yO+WS3ymXo4f2CSdETdN2kwySA6o4uNPcm0FV4S19FmqsboU3VIEquhjcwS7eZwdJgvQbMdLOMz2qsBK5UmoREPGbgU6HDZvNwOMJvIulutaFUkrfqIwDxdVVfLBwAZsqyhjZszcHdDSpD1KzlIig0q+G8vuDO7H6JVT160T/5mOAWly5sSEDsp5Gkg+P2MbOMT9qBWBA34447LagEvmkH/9i4dJNPHf/mWRn6aVlY9WEpUv456Sv8frHlb09fx49c3L56uzROGz6RnO8E1seCjvBr0YYo0k8FM4hGCnDI1pFizc7RWSKiCxo5OukYCoSkTEiMlNEZhYWBrcxRJ8e7RkcQDdJfV6lWLuhmDsf/iKo87ToKa+t5bp6SXyHZcVFXD3hS4ui0kwlyYC126BZKxnJvDfitbSYyJVSw5VS+zTy9XkwFSmlXlZKFSilCvLy8oIO9JYrjwn6HID5izdQVFIZ0rlaZP20ZhWeJmZ4TFm1gh9Xx8INLi0szkNC3nczIaTfhNgjP3AiLoYfAoyfMCfkc5994wcTI9HM4vY231V28Ref4mnhGC22iTiR7FdAMn07z4e6zni8iugEpr+FlchF5BQRWQ8cDHwtIpPMCWt3P/2xLORzJ/+ymAVLN5oYzZ7L7fUyZ9NG5m7etDPJFlVVMXvTRjaVlwVV1gEdOrZ4zJ3fhzjES4sZ4hyItJmKZD0Gtj1sWK/ajLf0PpTyRLSacEetfAp8alIszUpPC++T/MFnJvLuM5eYFM2e6fd1a7lm4pfUeXxLhybZ7KQ7Hawt+zuBp9odjDvpVAYHMPJka2XLXV4f/rWAo/bqzmFd80myx8W9ea0RIk5IHoaqeNbqUKKv+m1U9RfQ5lvEyIlIFXHTtXLa8YPCmmm5YUsp28tC3AdQo7i6iku//IySmhoqXXVUulwU11TvksQBqtwuzvnkQ35eu5pq167r42woL2PV9hK8Xi/VLhetUwPbFu/yrz+n3/NPMfrTj9gYZKtfizHJJ7Bn3vwsQxVdGrHS46aJM+zgXrz7WRsWr9gS0vlKKb30bBi+WroEFeAsPa9SXPjZeJJsNi4euD+H5edz9YQvKamuBnxz/QRIdThom5bGlgBa5l7gt3VrGfXe20y95HKcemhiXJK0s1E1X4J7KRDeXgNxx7MAr9eDYZj/3o2bFrmIsGlr6K2xHl3zSE3ZE1sC5iiprqY2yE0aaz0exs2dzdnjP6S4uhrF3xO2FVDpcgWUxOsrrqnmtikRuxWjRZhICpL7AZL1ECQdC0Z3q0OKLs/qiBQbN4kcoLomsDXEGzP29lNMjGTPc1CnzhghzJKt9Zi/Q+9nSxZx0WfjWVFcZHrZWuSJOJGUURjZzyB5X0Dmg2B0i3IU1qQ+MSIzOTGu+hoG9O3EjHlrgj6vfZtM2uRmRCCiPUfr1NQmx3xb4ae1q/ntnTd44YSTOKrbrq26BVu38OS0qczZtJFar4f26RlcUTCYU3v31Us2xBBv1edQfg+oaN67SgG8kDQM0m+Ekgt8+31Gg9EBsYW341lTRFnwz1lQUKBmzgx+ocRV67Zxxe3vUlPnwuMJLO4kp51//2skQw/Ywy7hTPTIb78wbu4saj2RHUIVCrsIzx4/kjSnk4L2Hbny6y/4cc3uC6wZwH7tO3DbkMMY2K49NiOuLkYTjqqbhSq+CN8KidGUDDlvYTgH+OLwlqK2DiXySwJkQOsvMewdwipFRGYppQp2ezyeEjnA1qJyPvhyJouXb6ZLhxzyu7Tm+98Ws2j5ZkSEDm2yqKiqpbKqli4dc7j83EM5eFC0L9sSx+xNGxn96UdUB9k/Hk02ERTsNtW/KekOB08edyJH7pX47wvlLQf3crC1RWyhJxFvza9Q8TB4t4F9P8i4GcORH3p5JVdB7ZSQzw9PKuR+iuHYyxdL7VwoOcOcoiUX0q/ESDsfb+1vUDcdHAOQpGGmXA0mTCJviterEIn8Sox7mv/7fgrvLphndRimsxsGX551Hnu3Dn65iHiglEJVPA2VLwMefON+0iD7VYykQYGX4y1DFY0BTyM7/dgLkOwnEFvboOPzbjsZ3H8FfZ55BFIvQlJOQBz74q38BMpvC69I214YeZG9Ed9UIk+Y60vDEJ3EI8CrEnOKvNvr5ZxPPqTKlZhD4FTFs1D5HL4hfjv+hpVQchbesidbPN/rLcG7bQxqa0HjSRzAPRNVdCZKhfA7tO8d/DmmUlA1DlV0Nt7iS5DUEyHt+jDKS0HSLjMruKAlTCLXImNkr94hjVaJByU1NVz19ReU1SbQkqmAt3oyVDYzg7LqebxFF6Dq5jZ+fsWrsPVAcP/YcmWqFGp3PU4p1XJy925vueyoqIO6aajK1zAyroJWr4RYjhvlGGJqZMFImK4VLTKUUpz58fvM3JS4a9U4DYPxZ5xDvzbBdxHEGqUUqnCIry+7RcmQeb+va8Te3bd2eM1k1PbrCHz9cAOMfFAOMGzg2QzU2xHIMRjJfmmXYXde9wbYdhR/XynEACMPyXkTsXfH6ymEwsMJfg11IPsdjKQDTA9vh4TvI9cip9rl4pi3X2dTeVks/euZSoCfL7yMjpnm7aNoBeXZ5kvkQe2VKf7js4A6oNrcoKQLtHoG6n4A5YKq58wt3zQCRgfIfR9x/YXafhW++wvBSEbazkUkMp0dCd9HrkVOisPBxHMv4OL9dnv/JAwFXPz5eKvDCJvybiH4DY93HF+K6UkcQK2FkpOg8skoJvFQpsEr8G6AwuMgaSjSZgakXQ20D6KMGktu4upErgUk3enk9qGHkZi95T7LSoopqorvhdXEW2F1CNZLOhtpu8C3BnpIKlEl14GkYWRcB85eQZ4f/f8Snci1gIkIp+zdx+owIurxab/t/N7j9fLt8mU8/vuv/Lp2NRvLy6ioC32ZiKhw9LU6AuulHgd4QYWxUmbdFFTlOP8PwYzKsYM9+v8jcTVFX7NWWU0N3yX49mtz/Dd1N5SVcvy7b1K+I3HP+AMAp83GiB69ePDIo0lxxN4WZmJkoGx9wWPlGG2LlVyMajMXXzs1jLs6Ff/Fm3IGkjIKVTc1sHMy7o5Y/3hzdItcC9jx775JaYIN1WsoNzWV+Zs3ceSb4/5O4vXUeTx8tXQxN02eaEF0AUq7yuoILOaB6vGE1k/eQOGhKNcWAmvzpmCknRV+nSEIq0UuIo8AI/Hd6l4BXKSU2m5CXFqMuXXyN2ysKLc6jIj7bd1aflv3brPHeJRi4vJlbKkop2167C3GJva2Qd/uTDie9ZjTTq2CqicCOzRvggn1hSbcVzoZ2Ecp1R9YCtwefkharKmsq+WjRQutDiPmPPDLT1aH0Cglge28lNBs+QQ/dDCc+gowbC3vQRspYSVypdS3Sqkdo+anAS1v1KjFnVdmz7I6hJg0ZeVyrJiH0aK6X62OwHrl/0f0JhwlI+lnR6muxpnZR34x0GTHoYiMEZGZIjKzsLDQxGq1SCuuju8heZFS5/Hg8sbgFCnXfOvqloOwYvhd46LxtxHfSKHk46JQV9NaTOQiMkVEFjTydVK9Y+7EN5/1nabKUUq9rJQqUEoV5OUl5opzieqMfvtYHUJM6padE5t7h3osvJchGzHaLQHbHvKeST7JN7VfrB3B1OLNTqXU8OaeF5ELgBOBo1RMXmdq4dqnTTtyklMoronArL84lWy3c+8RRwJQVlvDiuJiOmRk0jY9HYAtFRW8MPMPflqzmiS7ne6tsimvq8Umwn7tOzC6/0CyUyLUl+3sD65fCH6Gpwm8/vdIq4eh6Pjo1x9N0h7J+o/lSRzCXGtFRI4DHgcOV0oF3F+i11qJP4VVlRz5xjgqXTE+ISYKUu0OclNT6eFvkX+/agU2w8DtVQzbqxvXH3gQp374Xos7Kl1/4MH888BDTI9PeQpRhUcDFnSJOfbHyH0P5a1AbR1MSAtPxQUH5P2MYcuNaq1NrbUS7oSgZ4EkYLJ/LfBpSqkrwixTi0G5ySkkGQbB7XmfmKrcLqrKSllXVrrzMZc/aU9euZzJK5cHVM6Tf/zO0qIinhlxIhsrylm7fTt7ZWfTLswhjWLLg9aforadQHQTaTKSNgYAtf2GKNcdTQJZT0c9iTcnrESulOphViBa7PIqxWVffU5xbbT3V0x8E5YvZcOH77KwcCser3dnZ4gArZKSuO6gIYzuPzDoTVPEvhcq/QaoeILIJFQHOA+But9BHICC9BuQ5GF4a76Dutgcmum7LSiAA98+nSH0SKRdj5FylLlhhUlP0ddaNHHZUqatX2t1GAlr3pbNuz2mgJLaWu796XtmbdzAUyNODLpcSbsE5d0GVW+w6wiOFMi8CyrfA8+fIUScBKnnY2TejPJs8+/jmY9IMkpVw/brQigzwiQNcqcgVIGtHWCgyu7zzwBV+NZTMcC+D6SeB87BYGRB6f9B7WSgDmy9IOsBDOdAK19Jo/R65FqLLv3iU75P8DVWYt3XZ4+mT16bkM5V3gqUezkoL9h7Ydh8N2SVZwuq6DTwluCbnN0E+yHgWQlqKxjZkHopknZRo2uKeKsnQun1WHKjtSm2AZD7Oka9zS12UN5S3yxQWyfEyGr0dF+O9CJi/QilSPWRa3uAOk+i9nXGjxsmTeCb8y4M6Vwx0pFGWpFiawt530HNtyj3CrB3A9dmqH4FVJVvFb9Wj2LYuwZembeYmEriWY9jpDR9NSNGlq/l3Qxft5b1Sbw5OpFrTfJ4vdz07UR+Xae7Vay2tLiI6yZ+xePHHo/NMG8en4gTUk78ewpPCpAZxibCzoNMiMo8knSo1SFEhV79UGvS03/8zudLF1sdhub35bIlPDz1F6vDaJJSXii+wOow/mbs02R3SaLRiVxr0qtz9BorseaV2TN55o/frQ6jUariZV8/eqzI+rfVEUSNTuRak6rdweyMokXLE39MZf7mTVaHsbuqt62O4G+Sg5G0r9VRRI1O5FqTHCb2xWrmuuSLT60OoRExsumI0RHyJlsdRVTp/1StSRIzq9hpDRXVVMfeErrOaN5YTG7kMQekXY3R5gcMI/Y2/IgkPWpFa1Kb9DTWlTW9gW2SzYbDZsNAKKsLvzWWZLPRu3VrlhUVU6W7deJP5p1Q+A2Rn5ovkP20f0LTFrB3BucBSPLRiK19hOuOTTqRa026suBA7v7xO9yNrLndISODXy68bOfU8WPefo3lxcVB15HucNAztzVJdjvn7NOfgW3bM/yt18KOPdHtnZMb9LT9SDNsuXhbT4HSW8E1C9948iR8XS4m7tYjHTCSjoCkI8wrM87pRK416cx++7K1spJnpv+Ox38ZbwCdMrN465TTd0kk9x5+FKM//SjoqSDXHXgIlwzadaLayL33ZvyiPXgX+BYYwLiT/mF1GI0y7B0g962dPyv3KlTZQ1D3o3mV2FqZV1aC0FP0tRZVu1wsLy5ic0UFHTIy6JvXptHW4Nhff+J/s2cGvC/Lcd178MyIkbtNcPEqxWO//8oLM6ebEH3iyHA4ObVPX248eCjpSUlWh9Mi5dnsW4FRmb3RRTJGOwt3QbJQU1P0dSLXTOPxerlu0td8u2J5o90xNhHapWdwfv+BjOjZi06ZzU/WqHW7OerNV9lYURGpkOPKjQcN4erBsTVzsjnesof8QxLNvt9hx2i3Z16x6bVWtIizGQbPjhjJ4m2FPDt9Gj+sXkmt2w0i5KSkcPGAQVy43yCS7YHtqJJkt+ONsYEZVlq8Lc72unXNwfwkDkim+WXGOZ3INdP1bp3Hs8ePxOP1Ul5XS4YzKeT1QZLs+i26w17ZOVaHEByJULzJJ0em3DgW1jhyEblfROaLyFwR+VZEOpgVmBb/bIZBq+SUkJP409OnsqZ0u7lBNcJuGFy23/60jtQemiZwGAYn9+5jdRjBcQyMRKFIxjURKDe+hdvceUQpdReAiPwTuBvQW71pYft44QKenBb5NUUEOLRLV24/9AhuP/QISqqr2FpZyeJthdw4+Ru8Yd5DGtKpC7cccijvLZzPR38t2Dn6J5j4HIbBnYceQbc4a5FL0sGoSifNrnUerJz3ESPdvPISRLhbvdWfLZJGTC1ErMWrP7ds5pbvJkWlroIOHXny2BN2/pydkkp2Sip7t86jR04ur82dzdR1a9hcGfxupU7D4JnjT6RVcgr7tmvHnYcewYWfjWfW5o0Bl6GAb0dfRJesVkHXbzlHf3D0BdcCdpskJG1CWGArGVyzwbnnrKESqLCn6IvIf0RkHXAuvhZ5U8eNEZGZIjKzsDDObtpoUXXrlOgkcYDT+u5DRhND+fq1acujx4xg6iVX8M25F9AqubFp4ZBiszOy595kOpNIsdtJtdtpnZLK26eeQavklJ3HpTmdvHfamUHHWFFnYos2ikQEyR4HKf/ANzEIfCknBVTwk8egBtyrzAswgbTYIheRKUC7Rp66Uyn1uVLqTuBOEbkduAa4p7FylFIvAy+Db/hh6CFriW5ZCDNEQ+EwDOyNbFfWmF65rZlx6ZVM37CeqevWUFxdTbfsHEb26k2bdN+lvlcpFm8rRClFn7w2GI2Mtfd4vQjBXbqmO5xBHB1bxEiHzLtQdb+BZxO+GZ7VIRaWijj7mxlewmgxkSulhgdY1rvA1zSRyDUtUKkOO+VRaIUaCEfu1S3g422GwcGdu3Bw5y6NlydC3xb21Uyy2+mencPyksA+rAygU1acb45QMwk8mwlvmr7dt19o8vFmRZVQwh210rPej6MAvZ2MFraz+vXHFoV1RJ449niymuguiaT7jzw64GNvPPjQRlv28UTVzSS8hbQMSDkVyR2PSPT/XvEg3FErY0Vkb8ALrEGPWNFM8K+Dh7CipJif1qwKepRHIByGwb8OGsJxPXuZXnYg9mvXHodh4Gpk9mt9Fw3YjysPGBylqCIo3Cn6rV7HSI6fGa1WCHfUSmyu3KPFtSS7nf+NOoWVJcX8vGY1j0z9hWp3+EujJtls2AyDKwsGM2b/A0yINDROm41/9OnHp4v/otbTeHdDkmHj+oOGRDmyCLF1Cu/8mvGgE3mz9LQ5LWZ1y86hW3YOPbOzGf35JyGXI8DEcy4gzemkdWpqTMwWvefwIymvq2Wyf12aHW1zAZLtdm4dcliTo2niTtIwqHwx9PPdK8yLJUFZ/47WtBZ0DGMMtcMwePyYEfRq3dq8gEyQZLfzzIiRFFZVsrqkhLlbNvHTmtW0Tkll9ICB7N++o9UhmsZw7oeXLKA0tAIcA0yNJxHpRK7FvA4ZmdgIfsxD+7R0Lhw4iON77h2JsEyRl5pGXmoaB3TsxGWDrOvuibjU06Dq1VBORNIuMT2cRKP37NRintNm49Au+UGft6mygoen/sJx77xBYVXwMzM1E3m3BHmCgGMo0vpjxB5mH/seQCdyLS6M6t03pCGJHqVYVlzEtRO+ikBUWsCCHnyUiZE7DrH3iEQ0CUcnci0uHNu9R1g3/+Zs3qRb5VbybgryhBD70/dQOpFrcSHF4eDD086ie4grAIpAZZyuWZIQPGutjiCh6USuxY0eOblMHn0R7556Bv3btA3q3AynMz5XEEwU3iB3CpLsyMSRoHQi1+LOQZ06c+Y+/Um22QI63ibCI0ePiPup7nEteSi+UfIBymxyIVWtETqRa3Ep3emk+QnuPv3y2vD1OedzRP5eEY9Ja5qk/wskC9ixkqPN/30jI6DTrsZIOWH3x7Um6XHkWlw6Mr9bi+27y/Yr4PZDD49KPFrzxN4JWk9AVb0FdTPB3g1JuwCM1qiayeBeArZuSPKxiC3X6nDjjk7kWlxKczp54YRRXPzFp7s9Z4jwysiTGZYf+BK1WuSJrTWSccPuj6eebkE0iUV3rWhx64j8brx4wkk4bTaSbHZS7HaSbDbuGHq4TuLaHkW3yLW4dkz3Hky/9Eq+X7WSOo+bI/L3ok2a3pxX27PoRK7FvcykJE7u3cfqMDTNMrprRdM0Lc6ZkshF5CYRUSISW2uFapqm7QHCTuQi0hk4GtBzcDVN0yxgRov8CeAWQljfTNM0TQtfWIlcREYBG5RS80yKR9M0TQtSi6NWRGQK0K6Rp+4E7gCOCaQiERkDjPH/WCEiS5o5vDWwLZBy45B+bfFJv7b4lUivr2tjD4pSofWIiMi+wHdAlf+hTsBGYLBSanNIhf5d9kylVEE4ZcQq/drik35t8SvRXx+EMY5cKfUn0GbHzyKyGihQSiXKJ5+maVpc0OPINU3T4pxpMzuVUvlmlQW8bGJZsUa/tvikX1v8SvTXF3ofuaZpmhYbdNeKpmlanNOJXNM0Lc7FbCIXkWtFZImILBSRh62OJxIScY0aEXlERBaLyHwR+VREWlkdU7hE5Dj/e3G5iNxmdTxmEZHOIvKDiCzy/59dZ3VMZhMRm4jMEZGvrI4lkmIykYvIMOAkoL9Sqh/wqMUhmS6B16iZDOyjlOoPLAVutziesIiIDXgOGAH0Bc4Wkb7WRmUaN3CjUqoPcBBwdQK9th2uAxZZHUSkxWQiB64ExiqlagGUUlstjicSEnKNGqXUt0opt//HafgmisWzwcBypdRKpVQd8D6+RkbcU0ptUkrN9n9fji/hdbQ2KvOISCfgBOB/VscSabGayHsBh4rIHyLyk4gcYHVAZtqD1qi5GJhodRBh6gisq/fzehIo2e0gIvnAfsAfFodipifxNZa8FscRcZbtENTCGi52IBvf5d4BwIci0k3F0VhJs9aoiUXNvTal1Of+Y+7Ed+n+TjRjiwBp5LG4eR8GQkTSgfHA9UqpMqvjMYOInAhsVUrNEpEjLA4n4ixL5Eqp4U09JyJXAp/4E/d0EfHiW/imMFrxhaup1+dfo2YvYJ6IgK/rYbaIhL1GTbQ097cDEJELgBOBo+Lpw7cJ64HO9X7esaZQQhARB74k/o5S6hOr4zHREGCUiBwPJAOZIvK2Uuo8i+OKiJicECQiVwAdlFJ3i0gvfItzdUmApLCbRFujRkSOAx4HDldKxc0Hb1NExI7vpu1RwAZgBnCOUmqhpYGZQHwtiTeAYqXU9RaHEzH+FvlNSqkTLQ4lYmK1j3wc0E1EFuC7uXRBIibxBPUskAFMFpG5IvKi1QGFw3/j9hpgEr6bgR8mQhL3GwKMBo70/63m+luwWpyJyRa5pmmaFrhYbZFrmqZpAdKJXNM0Lc7pRK5pmhbndCLXNE2LczqRa5qmxTmdyDVN0+KcTuSapmlx7v8Bp4/Kw89fwQgAAAAASUVORK5CYII=\n",
  892. "text/plain": [
  893. "<Figure size 432x288 with 1 Axes>"
  894. ]
  895. },
  896. "metadata": {
  897. "needs_background": "light"
  898. },
  899. "output_type": "display_data"
  900. },
  901. {
  902. "name": "stdout",
  903. "output_type": "stream",
  904. "text": [
  905. "Temps : 0.007\n"
  906. ]
  907. },
  908. {
  909. "data": {
  910. "image/png": 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\n",
  911. "text/plain": [
  912. "<Figure size 432x288 with 1 Axes>"
  913. ]
  914. },
  915. "metadata": {
  916. "needs_background": "light"
  917. },
  918. "output_type": "display_data"
  919. },
  920. {
  921. "name": "stdout",
  922. "output_type": "stream",
  923. "text": [
  924. "Temps : 0.006\n"
  925. ]
  926. },
  927. {
  928. "data": {
  929. "image/png": 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\n",
  930. "text/plain": [
  931. "<Figure size 432x288 with 1 Axes>"
  932. ]
  933. },
  934. "metadata": {
  935. "needs_background": "light"
  936. },
  937. "output_type": "display_data"
  938. }
  939. ],
  940. "source": [
  941. "l=os.listdir('./dataset/')\n",
  942. "li=[i for i in l if 'data' in i]\n",
  943. "lis=[x.split('.')[0] for x in l]\n",
  944. "print(lis)\n",
  945. "min_samples = [40,5,20,70,10,5]\n",
  946. "n = 0\n",
  947. "for i in lis:\n",
  948. " clusteringOnFolderHDBSCAN(i,min_samples[n])\n",
  949. " n += 1"
  950. ]
  951. }
  952. ],
  953. "metadata": {
  954. "kernelspec": {
  955. "display_name": "Python 3",
  956. "language": "python",
  957. "name": "python3"
  958. },
  959. "language_info": {
  960. "codemirror_mode": {
  961. "name": "ipython",
  962. "version": 3
  963. },
  964. "file_extension": ".py",
  965. "mimetype": "text/x-python",
  966. "name": "python",
  967. "nbconvert_exporter": "python",
  968. "pygments_lexer": "ipython3",
  969. "version": "3.8.8"
  970. }
  971. },
  972. "nbformat": 4,
  973. "nbformat_minor": 5
  974. }